# Initial imports
import pandas as pd
from sklearn import tree
from sklearn.preprocessing import StandardScaler
from sklearn.model_selection import train_test_split
from sklearn.metrics import confusion_matrix, accuracy_score, classification_report
import matplotlib.pyplot as plt
# Needed for decision tree visualization
#import pydotplus
#from IPython.display import Image
# Read in the data
file_path_ad_clean = "../Raw_data/application_data_cleaned_ros.csv"
df_loans = pd.read_csv(file_path_ad_clean)
df_loans.head()
| TARGET | NAME_CONTRACT_TYPE | CODE_GENDER | FLAG_OWN_CAR | FLAG_OWN_REALTY | CNT_CHILDREN | AMT_INCOME_TOTAL | AMT_CREDIT | AMT_ANNUITY | AMT_GOODS_PRICE | ... | FLAG_DOCUMENT_18 | FLAG_DOCUMENT_19 | FLAG_DOCUMENT_20 | FLAG_DOCUMENT_21 | AMT_REQ_CREDIT_BUREAU_HOUR | AMT_REQ_CREDIT_BUREAU_DAY | AMT_REQ_CREDIT_BUREAU_WEEK | AMT_REQ_CREDIT_BUREAU_MON | AMT_REQ_CREDIT_BUREAU_QRT | AMT_REQ_CREDIT_BUREAU_YEAR | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Cash loans | M | N | Y | 0 | 202500.0 | 406597.5 | 24700.5 | 351000.0 | ... | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| 1 | 0 | Revolving loans | M | Y | Y | 0 | 67500.0 | 135000.0 | 6750.0 | 135000.0 | ... | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2 | 0 | Cash loans | M | N | Y | 0 | 99000.0 | 490495.5 | 27517.5 | 454500.0 | ... | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 |
| 3 | 0 | Cash loans | F | Y | Y | 1 | 171000.0 | 1560726.0 | 41301.0 | 1395000.0 | ... | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 2.0 |
| 4 | 0 | Cash loans | M | Y | Y | 0 | 360000.0 | 1530000.0 | 42075.0 | 1530000.0 | ... | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
5 rows × 72 columns
# convert text to numbers for model
df_loans = pd.get_dummies(df_loans)
# Define features set
X = df_loans.copy()
X.drop("TARGET", axis=1, inplace=True)
X.head()
| CNT_CHILDREN | AMT_INCOME_TOTAL | AMT_CREDIT | AMT_ANNUITY | AMT_GOODS_PRICE | REGION_POPULATION_RELATIVE | DAYS_BIRTH | DAYS_EMPLOYED | DAYS_REGISTRATION | DAYS_ID_PUBLISH | ... | ORGANIZATION_TYPE_Trade: type 3 | ORGANIZATION_TYPE_Trade: type 4 | ORGANIZATION_TYPE_Trade: type 5 | ORGANIZATION_TYPE_Trade: type 6 | ORGANIZATION_TYPE_Trade: type 7 | ORGANIZATION_TYPE_Transport: type 1 | ORGANIZATION_TYPE_Transport: type 2 | ORGANIZATION_TYPE_Transport: type 3 | ORGANIZATION_TYPE_Transport: type 4 | ORGANIZATION_TYPE_University | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 202500.0 | 406597.5 | 24700.5 | 351000.0 | 0.018801 | -9461 | -637 | -3648.0 | -2120 | ... | False | False | False | False | False | False | False | False | False | False |
| 1 | 0 | 67500.0 | 135000.0 | 6750.0 | 135000.0 | 0.010032 | -19046 | -225 | -4260.0 | -2531 | ... | False | False | False | False | False | False | False | False | False | False |
| 2 | 0 | 99000.0 | 490495.5 | 27517.5 | 454500.0 | 0.035792 | -16941 | -1588 | -4970.0 | -477 | ... | False | False | False | False | False | False | False | False | False | False |
| 3 | 1 | 171000.0 | 1560726.0 | 41301.0 | 1395000.0 | 0.035792 | -13778 | -3130 | -1213.0 | -619 | ... | False | False | False | False | False | False | False | False | False | False |
| 4 | 0 | 360000.0 | 1530000.0 | 42075.0 | 1530000.0 | 0.003122 | -18850 | -449 | -4597.0 | -2379 | ... | False | False | False | False | False | False | False | False | False | False |
5 rows × 179 columns
# Define target vector
y = df_loans["TARGET"].values.reshape(-1, 1)
y[:5]
array([[1],
[0],
[0],
[0],
[0]], dtype=int64)
# Check if data is balanced
data_check = df_loans["TARGET"].value_counts()
data_check
TARGET 0 153525 1 14207 Name: count, dtype: int64
# Oversample the data as it is imbalanced
from imblearn.over_sampling import RandomOverSampler
sampling_strategy = 1
ros = RandomOverSampler(sampling_strategy=sampling_strategy)
X_res, y_res = ros.fit_resample(X, y)
y_res_df = pd.DataFrame(y_res)
# Verify the oversampling worked
y_res_df.value_counts()
0 153525 1 153525 Name: count, dtype: int64
# Splitting into Train and Test sets
X_train, X_test, y_train, y_test = train_test_split(X_res, y_res, random_state=24)
# Create the StandardScaler instance
scaler = StandardScaler()
# Fit the Standard Scaler with the training data
X_scaler = scaler.fit(X_train)
c:\Python312\Lib\site-packages\sklearn\utils\validation.py:767: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead. if not hasattr(array, "sparse") and array.dtypes.apply(is_sparse).any(): c:\Python312\Lib\site-packages\sklearn\utils\validation.py:605: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead. if is_sparse(pd_dtype): c:\Python312\Lib\site-packages\sklearn\utils\validation.py:614: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead. if is_sparse(pd_dtype) or not is_extension_array_dtype(pd_dtype):
# Scale the training data
X_train_scaled = X_scaler.transform(X_train)
X_test_scaled = X_scaler.transform(X_test)
c:\Python312\Lib\site-packages\sklearn\utils\validation.py:767: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead. if not hasattr(array, "sparse") and array.dtypes.apply(is_sparse).any(): c:\Python312\Lib\site-packages\sklearn\utils\validation.py:605: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead. if is_sparse(pd_dtype): c:\Python312\Lib\site-packages\sklearn\utils\validation.py:614: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead. if is_sparse(pd_dtype) or not is_extension_array_dtype(pd_dtype): c:\Python312\Lib\site-packages\sklearn\utils\validation.py:767: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead. if not hasattr(array, "sparse") and array.dtypes.apply(is_sparse).any(): c:\Python312\Lib\site-packages\sklearn\utils\validation.py:605: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead. if is_sparse(pd_dtype): c:\Python312\Lib\site-packages\sklearn\utils\validation.py:614: FutureWarning: is_sparse is deprecated and will be removed in a future version. Check `isinstance(dtype, pd.SparseDtype)` instead. if is_sparse(pd_dtype) or not is_extension_array_dtype(pd_dtype):
# Create the decision tree classifier instance
model = tree.DecisionTreeClassifier()
# Fit the model
model = model.fit(X_train_scaled, y_train)
# Making predictions using the testing data
predictions = model.predict(X_test_scaled)
# Calculating the confusion matrix
cm = confusion_matrix(y_test, predictions)
cm_df = pd.DataFrame(
cm, index=["Actual 0", "Actual 1"], columns=["Predicted 0", "Predicted 1"]
)
# Calculating the accuracy score
acc_score = accuracy_score(y_test, predictions)
# Displaying results
print("Confusion Matrix")
display(cm_df)
print(f"Accuracy Score : {acc_score}")
print("Classification Report")
print(classification_report(y_test, predictions))
Confusion Matrix
| Predicted 0 | Predicted 1 | |
|---|---|---|
| Actual 0 | 34118 | 4028 |
| Actual 1 | 0 | 38617 |
Accuracy Score : 0.9475268032776207
Classification Report
precision recall f1-score support
0 1.00 0.89 0.94 38146
1 0.91 1.00 0.95 38617
accuracy 0.95 76763
macro avg 0.95 0.95 0.95 76763
weighted avg 0.95 0.95 0.95 76763
# feature importance plot
feature_importance = model.feature_importances_
# sort them
sorted(zip(model.feature_importances_, X.columns), reverse=True)
[(0.13364688091421653, 'EXT_SOURCE_3'), (0.10940455897875154, 'EXT_SOURCE_2'), (0.05816677694434504, 'DAYS_EMPLOYED'), (0.0522766484323837, 'DAYS_REGISTRATION'), (0.050459357571056115, 'DAYS_BIRTH'), (0.04887394854044294, 'DAYS_ID_PUBLISH'), (0.0471956956867012, 'AMT_ANNUITY'), (0.03888408637941546, 'DAYS_LAST_PHONE_CHANGE'), (0.03530556508665075, 'REGION_POPULATION_RELATIVE'), (0.03443097157884414, 'AMT_CREDIT'), (0.031687332391096855, 'AMT_INCOME_TOTAL'), (0.027829366255710544, 'HOUR_APPR_PROCESS_START'), (0.025776416548614393, 'AMT_GOODS_PRICE'), (0.018379744748481915, 'AMT_REQ_CREDIT_BUREAU_YEAR'), (0.009349003808835979, 'OBS_30_CNT_SOCIAL_CIRCLE'), (0.008564492844578074, 'NAME_EDUCATION_TYPE_Higher education'), (0.007949783448145316, 'OBS_60_CNT_SOCIAL_CIRCLE'), (0.007320080302570159, 'AMT_REQ_CREDIT_BUREAU_QRT'), (0.007039669736123464, 'CNT_CHILDREN'), (0.0070182650943373176, 'CNT_FAM_MEMBERS'), (0.006342194231855532, 'AMT_REQ_CREDIT_BUREAU_MON'), (0.004845997079213246, 'OCCUPATION_TYPE_Core staff'), (0.0045261603543054205, 'ORGANIZATION_TYPE_Business Entity Type 3'), (0.004497595301573245, 'FLAG_DOCUMENT_3'), (0.004415486250875057, 'CODE_GENDER_M'), (0.004199231777110423, 'FLAG_PHONE'), (0.004195297217718507, 'WEEKDAY_APPR_PROCESS_START_FRIDAY'), (0.004022471426359446, 'WEEKDAY_APPR_PROCESS_START_WEDNESDAY'), (0.003964467438544524, 'REGION_RATING_CLIENT_W_CITY'), (0.003922506855132221, 'DEF_30_CNT_SOCIAL_CIRCLE'), (0.003764593621313726, 'WEEKDAY_APPR_PROCESS_START_MONDAY'), (0.0036952252248806565, 'ORGANIZATION_TYPE_Self-employed'), (0.0035225713185736344, 'WEEKDAY_APPR_PROCESS_START_THURSDAY'), (0.0034966866656043665, 'FLAG_OWN_CAR_Y'), (0.0034808782484511895, 'REGION_RATING_CLIENT'), (0.0034304184966501804, 'DEF_60_CNT_SOCIAL_CIRCLE'), (0.0033770727842661647, 'WEEKDAY_APPR_PROCESS_START_SATURDAY'), (0.003366981346705335, 'REG_CITY_NOT_LIVE_CITY'), (0.0033606298776063357, 'NAME_INCOME_TYPE_Working'), (0.0033283624138391228, 'FLAG_WORK_PHONE'), (0.003301777704052629, 'LIVE_CITY_NOT_WORK_CITY'), (0.0032735568589292324, 'OCCUPATION_TYPE_Sales staff'), (0.0030407245087583556, 'NAME_INCOME_TYPE_State servant'), (0.003030607509500088, 'NAME_TYPE_SUITE_Spouse, partner'), (0.002981497208699086, 'REG_CITY_NOT_WORK_CITY'), (0.0029216315391512033, 'WEEKDAY_APPR_PROCESS_START_TUESDAY'), (0.0029159867716660017, 'OCCUPATION_TYPE_Laborers'), (0.0028895223651060624, 'OCCUPATION_TYPE_Accountants'), (0.002873456343956331, 'NAME_FAMILY_STATUS_Civil marriage'), (0.00284855227048331, 'NAME_FAMILY_STATUS_Separated'), (0.0028430983361366286, 'NAME_FAMILY_STATUS_Single / not married'), (0.0028348509504332506, 'ORGANIZATION_TYPE_Government'), (0.0028140149058168027, 'NAME_FAMILY_STATUS_Married'), (0.0027587727798875886, 'NAME_TYPE_SUITE_Family'), (0.0027546755441043994, 'OCCUPATION_TYPE_Managers'), (0.002751817335265497, 'ORGANIZATION_TYPE_Business Entity Type 2'), (0.002696620484658126, 'AMT_REQ_CREDIT_BUREAU_WEEK'), (0.002665072139691858, 'OCCUPATION_TYPE_High skill tech staff'), (0.0026374871937473654, 'ORGANIZATION_TYPE_Construction'), (0.002630720398633862, 'NAME_INCOME_TYPE_Commercial associate'), (0.002565562066831336, 'OCCUPATION_TYPE_Drivers'), (0.002563118594815764, 'NAME_EDUCATION_TYPE_Secondary / secondary special'), (0.0024731440524278386, 'NAME_TYPE_SUITE_Unaccompanied'), (0.0024259362493543536, 'NAME_HOUSING_TYPE_Rented apartment'), (0.0023868657103919898, 'OCCUPATION_TYPE_Security staff'), (0.0023758313360402535, 'ORGANIZATION_TYPE_Other'), (0.0023287021210214994, 'NAME_HOUSING_TYPE_With parents'), (0.0023249254130267827, 'ORGANIZATION_TYPE_Business Entity Type 1'), (0.002324840334448603, 'FLAG_OWN_CAR_N'), (0.0023086265355172606, 'OCCUPATION_TYPE_Cooking staff'), (0.002248187267559296, 'ORGANIZATION_TYPE_School'), (0.0022321960062316863, 'FLAG_OWN_REALTY_Y'), (0.0021707343173620916, 'FLAG_EMAIL'), (0.0021465252084727827, 'NAME_HOUSING_TYPE_House / apartment'), (0.0021372780994664063, 'FLAG_OWN_REALTY_N'), (0.002050781563466264, 'NAME_EDUCATION_TYPE_Incomplete higher'), (0.002016812673632593, 'ORGANIZATION_TYPE_Trade: type 7'), (0.001990131617342548, 'ORGANIZATION_TYPE_Kindergarten'), (0.0019740467620279543, 'ORGANIZATION_TYPE_Transport: type 4'), (0.0019681315689092024, 'WEEKDAY_APPR_PROCESS_START_SUNDAY'), (0.001917895659647029, 'REG_REGION_NOT_WORK_REGION'), (0.0018466637527379019, 'CODE_GENDER_F'), (0.0017152456788906575, 'ORGANIZATION_TYPE_Medicine'), (0.0017054656077471067, 'NAME_HOUSING_TYPE_Municipal apartment'), (0.0016140736250944566, 'NAME_CONTRACT_TYPE_Cash loans'), (0.0016031689394745868, 'ORGANIZATION_TYPE_Trade: type 3'), (0.0015941706034414839, 'OCCUPATION_TYPE_Private service staff'), (0.0015650831019999455, 'FLAG_DOCUMENT_8'), (0.0015631195423159345, 'LIVE_REGION_NOT_WORK_REGION'), (0.0015170179358146533, 'NAME_FAMILY_STATUS_Widow'), (0.0014866632318653427, 'ORGANIZATION_TYPE_Industry: type 11'), (0.0014359488363088213, 'ORGANIZATION_TYPE_Transport: type 3'), (0.0014128320488506847, 'OCCUPATION_TYPE_Low-skill Laborers'), (0.0014001041451883213, 'ORGANIZATION_TYPE_Industry: type 3'), (0.0013446400102445665, 'ORGANIZATION_TYPE_Industry: type 9'), (0.001306198185681284, 'ORGANIZATION_TYPE_Transport: type 2'), (0.001275998281049012, 'OCCUPATION_TYPE_Secretaries'), (0.001265924384034807, 'NAME_CONTRACT_TYPE_Revolving loans'), (0.0012448480895503346, 'OCCUPATION_TYPE_Medicine staff'), (0.0010711528510015614, 'ORGANIZATION_TYPE_Police'), (0.0010215671902152992, 'NAME_EDUCATION_TYPE_Lower secondary'), (0.0010203988657094222, 'REG_REGION_NOT_LIVE_REGION'), (0.001017233523776269, 'FLAG_DOCUMENT_16'), (0.0010118434836469258, 'FLAG_DOCUMENT_5'), (0.001007586654000979, 'OCCUPATION_TYPE_Cleaning staff'), (0.0010068098768326382, 'ORGANIZATION_TYPE_Agriculture'), (0.0009532663359526423, 'ORGANIZATION_TYPE_Postal'), (0.000928301668566241, 'ORGANIZATION_TYPE_Military'), (0.0009090929832992717, 'ORGANIZATION_TYPE_Restaurant'), (0.0008831323887867568, 'ORGANIZATION_TYPE_Industry: type 7'), (0.0008319719196701269, 'ORGANIZATION_TYPE_Security'), (0.0007747933236030393, 'OCCUPATION_TYPE_Waiters/barmen staff'), (0.0007596658335529181, 'ORGANIZATION_TYPE_Industry: type 4'), (0.0007367227131446027, 'ORGANIZATION_TYPE_Housing'), (0.0007325252834934522, 'ORGANIZATION_TYPE_Electricity'), (0.0007235467893410146, 'NAME_TYPE_SUITE_Other_B'), (0.0007027723662091261, 'NAME_HOUSING_TYPE_Office apartment'), (0.0006988950581909022, 'ORGANIZATION_TYPE_Services'), (0.0006798391636776585, 'ORGANIZATION_TYPE_University'), (0.0006071985790223649, 'NAME_TYPE_SUITE_Children'), (0.000603383210551436, 'ORGANIZATION_TYPE_Trade: type 2'), (0.0006012799044251424, 'ORGANIZATION_TYPE_Mobile'), (0.0005894900769224412, 'ORGANIZATION_TYPE_Industry: type 5'), (0.0005701608942027299, 'FLAG_DOCUMENT_6'), (0.0005589024364281228, 'ORGANIZATION_TYPE_Telecom'), (0.0005371383417360757, 'ORGANIZATION_TYPE_Bank'), (0.0005139525598630607, 'AMT_REQ_CREDIT_BUREAU_DAY'), (0.0004802046890650821, 'NAME_HOUSING_TYPE_Co-op apartment'), (0.00047502370441752977, 'FLAG_DOCUMENT_18'), (0.000463969949282546, 'AMT_REQ_CREDIT_BUREAU_HOUR'), (0.00041018510296454464, 'ORGANIZATION_TYPE_Industry: type 1'), (0.0003667646969142657, 'FLAG_DOCUMENT_13'), (0.00036648927254931787, 'ORGANIZATION_TYPE_Emergency'), (0.0002972112026658776, 'ORGANIZATION_TYPE_Hotel'), (0.0002968683762092273, 'ORGANIZATION_TYPE_Advertising'), (0.00027137866934454747, 'OCCUPATION_TYPE_HR staff'), (0.0002525710129116977, 'ORGANIZATION_TYPE_Security Ministries'), (0.00024704077833657067, 'OCCUPATION_TYPE_Realty agents'), (0.000245820162971775, 'FLAG_DOCUMENT_9'), (0.0002431668421381155, 'ORGANIZATION_TYPE_Realtor'), (0.00024052411234919686, 'ORGANIZATION_TYPE_Insurance'), (0.00023101645989533502, 'ORGANIZATION_TYPE_Culture'), (0.0002176658491516963, 'OCCUPATION_TYPE_IT staff'), (0.00020894516183471331, 'ORGANIZATION_TYPE_Industry: type 12'), (0.00020264326919268842, 'NAME_TYPE_SUITE_Other_A'), (0.0001965100298112724, 'ORGANIZATION_TYPE_Cleaning'), (0.00018369019704648815, 'ORGANIZATION_TYPE_Industry: type 10'), (0.00017936565877483561, 'FLAG_DOCUMENT_14'), (0.00016841538392292, 'ORGANIZATION_TYPE_Trade: type 6'), (0.00016627285174833424, 'ORGANIZATION_TYPE_Trade: type 1'), (0.00014988249786398986, 'FLAG_EMP_PHONE'), (0.0001274513192287414, 'ORGANIZATION_TYPE_Industry: type 2'), (0.0001160113303407749, 'NAME_EDUCATION_TYPE_Academic degree'), (9.491454877349932e-05, 'FLAG_DOCUMENT_19'), (8.586871043164468e-05, 'ORGANIZATION_TYPE_Legal Services'), (7.961212177895074e-05, 'FLAG_DOCUMENT_11'), (4.867420308056778e-05, 'FLAG_CONT_MOBILE'), (4.416339476547773e-05, 'NAME_TYPE_SUITE_Group of people'), (4.407813728130318e-05, 'FLAG_DOCUMENT_15'), (3.31324314704797e-05, 'ORGANIZATION_TYPE_Transport: type 1'), (3.16934522738362e-05, 'FLAG_DOCUMENT_20'), (2.6421321176067743e-05, 'FLAG_DOCUMENT_21'), (1.7207369059920648e-05, 'ORGANIZATION_TYPE_Industry: type 13'), (1.582956133791553e-05, 'NAME_INCOME_TYPE_Student'), (1.5336362975130902e-05, 'ORGANIZATION_TYPE_Religion'), (0.0, 'ORGANIZATION_TYPE_Trade: type 5'), (0.0, 'ORGANIZATION_TYPE_Trade: type 4'), (0.0, 'ORGANIZATION_TYPE_Industry: type 8'), (0.0, 'ORGANIZATION_TYPE_Industry: type 6'), (0.0, 'NAME_INCOME_TYPE_Pensioner'), (0.0, 'NAME_INCOME_TYPE_Businessman'), (0.0, 'FLAG_MOBIL'), (0.0, 'FLAG_DOCUMENT_7'), (0.0, 'FLAG_DOCUMENT_4'), (0.0, 'FLAG_DOCUMENT_2'), (0.0, 'FLAG_DOCUMENT_17'), (0.0, 'FLAG_DOCUMENT_12'), (0.0, 'FLAG_DOCUMENT_10'), (0.0, 'CODE_GENDER_XNA')]
# Visualize the features by importance
importances_df = pd.DataFrame(sorted(zip(model.feature_importances_, X.columns), reverse=True))
importances_df.set_index(importances_df[1], inplace=True)
importances_df.drop(columns=1, inplace=True)
importances_df.rename(columns={0: 'Feature Importances'}, inplace=True)
importances_sorted = importances_df.sort_values(by='Feature Importances')
importances_sorted.plot(kind='barh', color='lightgreen', title= 'Features Importances', legend=False)
<Axes: title={'center': 'Features Importances'}, ylabel='1'>
# Visualize the top 20 features by importance
importances_df = pd.DataFrame(sorted(zip(model.feature_importances_, X.columns), reverse=True))
importances_df.set_index(importances_df[1], inplace=True)
importances_df.drop(columns=1, inplace=True)
importances_df.rename(columns={0: 'Feature Importance'}, inplace=True)
importances_sorted = importances_df.sort_values(by='Feature Importance', ascending=False)
figure_bar_chart = importances_sorted[:20].sort_values(by='Feature Importance').plot(kind='barh', color='lightgreen', title= 'Feature Importance', legend=False)
plt.tight_layout()
plt.savefig("feature_importance_top20_figure.png")
#text tree
text_representation = tree.export_text(model)
print(text_representation)
|--- feature_27 <= -0.17 | |--- feature_26 <= -0.11 | | |--- feature_27 <= -0.98 | | | |--- feature_26 <= -1.00 | | | | |--- feature_26 <= -1.96 | | | | | |--- feature_5 <= 3.11 | | | | | | |--- feature_7 <= -3.43 | | | | | | | |--- class: 0 | | | | | | |--- feature_7 > -3.43 | | | | | | | |--- feature_134 <= 9.15 | | | | | | | | |--- feature_34 <= -0.72 | | | | | | | | | |--- feature_8 <= -1.11 | | | | | | | | | | |--- feature_19 <= -0.49 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_19 > -0.49 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_8 > -1.11 | | | | | | | | | | |--- feature_7 <= 0.94 | | | | | | | | | | | |--- truncated branch of depth 26 | | | | | | | | | | |--- feature_7 > 0.94 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_34 > -0.72 | | | | | | | | | |--- feature_1 <= -0.15 | | | | | | | | | | |--- feature_6 <= 1.43 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_6 > 1.43 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_1 > -0.15 | | | | | | | | | | |--- feature_8 <= -2.57 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_8 > -2.57 | | | | | | | | | | | |--- truncated branch of depth 45 | | | | | | | |--- feature_134 > 9.15 | | | | | | | | |--- class: 0 | | | | | |--- feature_5 > 3.11 | | | | | | |--- class: 0 | | | | |--- feature_26 > -1.96 | | | | | |--- feature_27 <= -1.46 | | | | | | |--- feature_8 <= -2.28 | | | | | | | |--- class: 0 | | | | | | |--- feature_8 > -2.28 | | | | | | | |--- feature_156 <= 5.30 | | | | | | | | |--- feature_7 <= -4.04 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_7 > -4.04 | | | | | | | | | |--- feature_94 <= 5.48 | | | | | | | | | | |--- feature_143 <= 8.23 | | | | | | | | | | | |--- truncated branch of depth 55 | | | | | | | | | | |--- feature_143 > 8.23 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_94 > 5.48 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_156 > 5.30 | | | | | | | | |--- class: 0 | | | | | |--- feature_27 > -1.46 | | | | | | |--- feature_3 <= 2.43 | | | | | | | |--- feature_3 <= -1.33 | | | | | | | | |--- feature_7 <= 0.83 | | | | | | | | | |--- feature_62 <= 0.18 | | | | | | | | | | |--- feature_32 <= 0.45 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_32 > 0.45 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | |--- feature_62 > 0.18 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_7 > 0.83 | | | | | | | | | |--- feature_7 <= 0.94 | | | | | | | | | | |--- feature_69 <= 1.16 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_69 > 1.16 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_7 > 0.94 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_3 > -1.33 | | | | | | | | |--- feature_47 <= 5.03 | | | | | | | | | |--- feature_4 <= -0.23 | | | | | | | | | | |--- feature_94 <= 5.48 | | | | | | | | | | | |--- truncated branch of depth 54 | | | | | | | | | | |--- feature_94 > 5.48 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_4 > -0.23 | | | | | | | | | | |--- feature_9 <= -1.25 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_9 > -1.25 | | | | | | | | | | | |--- truncated branch of depth 37 | | | | | | | | |--- feature_47 > 5.03 | | | | | | | | | |--- class: 0 | | | | | | |--- feature_3 > 2.43 | | | | | | | |--- class: 0 | | | |--- feature_26 > -1.00 | | | | |--- feature_82 <= 0.67 | | | | | |--- feature_27 <= -1.38 | | | | | | |--- feature_32 <= -2.23 | | | | | | | |--- feature_58 <= 1.92 | | | | | | | | |--- class: 0 | | | | | | | |--- feature_58 > 1.92 | | | | | | | | |--- class: 1 | | | | | | |--- feature_32 > -2.23 | | | | | | | |--- feature_62 <= 0.18 | | | | | | | | |--- feature_31 <= 3.55 | | | | | | | | | |--- feature_58 <= 3.00 | | | | | | | | | | |--- feature_27 <= -2.07 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | | |--- feature_27 > -2.07 | | | | | | | | | | | |--- truncated branch of depth 33 | | | | | | | | | |--- feature_58 > 3.00 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_31 > 3.55 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_62 > 0.18 | | | | | | | | |--- feature_133 <= 2.45 | | | | | | | | | |--- feature_9 <= 1.77 | | | | | | | | | | |--- feature_7 <= -2.91 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_7 > -2.91 | | | | | | | | | | | |--- truncated branch of depth 32 | | | | | | | | | |--- feature_9 > 1.77 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_133 > 2.45 | | | | | | | | | |--- class: 0 | | | | | |--- feature_27 > -1.38 | | | | | | |--- feature_8 <= -1.41 | | | | | | | |--- feature_87 <= -0.31 | | | | | | | | |--- feature_9 <= -0.25 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_9 > -0.25 | | | | | | | | | |--- feature_9 <= 0.50 | | | | | | | | | | |--- feature_129 <= 2.68 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_129 > 2.68 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_9 > 0.50 | | | | | | | | | | |--- feature_133 <= 2.45 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_133 > 2.45 | | | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_87 > -0.31 | | | | | | | | |--- feature_32 <= -1.80 | | | | | | | | | |--- feature_26 <= -0.62 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_26 > -0.62 | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_32 > -1.80 | | | | | | | | | |--- class: 0 | | | | | | |--- feature_8 > -1.41 | | | | | | | |--- feature_3 <= -0.92 | | | | | | | | |--- feature_0 <= -0.03 | | | | | | | | | |--- feature_115 <= 0.90 | | | | | | | | | | |--- feature_9 <= 1.61 | | | | | | | | | | | |--- truncated branch of depth 31 | | | | | | | | | | |--- feature_9 > 1.61 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_115 > 0.90 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_0 > -0.03 | | | | | | | | | |--- feature_7 <= -0.03 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_7 > -0.03 | | | | | | | | | | |--- feature_9 <= 1.12 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | | | | |--- feature_9 > 1.12 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | |--- feature_3 > -0.92 | | | | | | | | |--- feature_9 <= -1.33 | | | | | | | | | |--- feature_32 <= -0.11 | | | | | | | | | | |--- feature_3 <= 1.13 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_3 > 1.13 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_32 > -0.11 | | | | | | | | | | |--- feature_3 <= 0.15 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_3 > 0.15 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_9 > -1.33 | | | | | | | | | |--- feature_97 <= 2.37 | | | | | | | | | | |--- feature_9 <= 1.81 | | | | | | | | | | | |--- truncated branch of depth 44 | | | | | | | | | | |--- feature_9 > 1.81 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_97 > 2.37 | | | | | | | | | | |--- class: 0 | | | | |--- feature_82 > 0.67 | | | | | |--- feature_9 <= 0.84 | | | | | | |--- feature_7 <= -1.55 | | | | | | | |--- class: 0 | | | | | | |--- feature_7 > -1.55 | | | | | | | |--- feature_4 <= -1.23 | | | | | | | | |--- class: 0 | | | | | | | |--- feature_4 > -1.23 | | | | | | | | |--- feature_9 <= 0.73 | | | | | | | | | |--- feature_5 <= 0.95 | | | | | | | | | | |--- feature_26 <= -0.57 | | | | | | | | | | | |--- truncated branch of depth 17 | | | | | | | | | | |--- feature_26 > -0.57 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | | | |--- feature_5 > 0.95 | | | | | | | | | | |--- feature_86 <= 1.26 | | | | | | | | | | | |--- truncated branch of depth 12 | | | | | | | | | | |--- feature_86 > 1.26 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_9 > 0.73 | | | | | | | | | |--- feature_124 <= 5.20 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_124 > 5.20 | | | | | | | | | | |--- class: 1 | | | | | |--- feature_9 > 0.84 | | | | | | |--- feature_26 <= -0.18 | | | | | | | |--- feature_3 <= 2.24 | | | | | | | | |--- feature_4 <= -1.04 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_4 > -1.04 | | | | | | | | | |--- feature_58 <= 1.92 | | | | | | | | | | |--- feature_133 <= 2.45 | | | | | | | | | | | |--- truncated branch of depth 17 | | | | | | | | | | |--- feature_133 > 2.45 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_58 > 1.92 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_3 > 2.24 | | | | | | | | |--- class: 0 | | | | | | |--- feature_26 > -0.18 | | | | | | | |--- feature_110 <= 8.94 | | | | | | | | |--- class: 0 | | | | | | | |--- feature_110 > 8.94 | | | | | | | | |--- class: 1 | | |--- feature_27 > -0.98 | | | |--- feature_26 <= -1.07 | | | | |--- feature_100 <= 1.18 | | | | | |--- feature_7 <= -0.23 | | | | | | |--- feature_90 <= 3.20 | | | | | | | |--- feature_29 <= 2.80 | | | | | | | | |--- feature_18 <= -1.16 | | | | | | | | | |--- feature_19 <= -0.49 | | | | | | | | | | |--- feature_32 <= 0.77 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_32 > 0.77 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_19 > -0.49 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_18 > -1.16 | | | | | | | | | |--- feature_5 <= -1.07 | | | | | | | | | | |--- feature_4 <= -0.39 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_4 > -0.39 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | | | |--- feature_5 > -1.07 | | | | | | | | | | |--- feature_1 <= 0.18 | | | | | | | | | | | |--- truncated branch of depth 41 | | | | | | | | | | |--- feature_1 > 0.18 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | |--- feature_29 > 2.80 | | | | | | | | |--- class: 0 | | | | | | |--- feature_90 > 3.20 | | | | | | | |--- class: 0 | | | | | |--- feature_7 > -0.23 | | | | | | |--- feature_80 <= -0.34 | | | | | | | |--- feature_8 <= 0.47 | | | | | | | | |--- feature_8 <= 0.37 | | | | | | | | | |--- feature_4 <= -1.02 | | | | | | | | | | |--- feature_26 <= -1.07 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_26 > -1.07 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_4 > -1.02 | | | | | | | | | | |--- feature_3 <= 1.84 | | | | | | | | | | | |--- truncated branch of depth 24 | | | | | | | | | | |--- feature_3 > 1.84 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_8 > 0.37 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_8 > 0.47 | | | | | | | | |--- feature_4 <= 1.11 | | | | | | | | | |--- feature_56 <= 1.40 | | | | | | | | | | |--- feature_6 <= 1.85 | | | | | | | | | | | |--- truncated branch of depth 37 | | | | | | | | | | |--- feature_6 > 1.85 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_56 > 1.40 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_4 > 1.11 | | | | | | | | | |--- feature_1 <= 0.26 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_1 > 0.26 | | | | | | | | | | |--- feature_5 <= 0.88 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_5 > 0.88 | | | | | | | | | | | |--- class: 0 | | | | | | |--- feature_80 > -0.34 | | | | | | | |--- feature_2 <= -0.97 | | | | | | | | |--- feature_7 <= -0.13 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_7 > -0.13 | | | | | | | | | |--- feature_9 <= -1.42 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_9 > -1.42 | | | | | | | | | | |--- feature_6 <= 1.82 | | | | | | | | | | | |--- truncated branch of depth 26 | | | | | | | | | | |--- feature_6 > 1.82 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | |--- feature_2 > -0.97 | | | | | | | | |--- feature_4 <= 0.42 | | | | | | | | | |--- feature_97 <= 2.37 | | | | | | | | | | |--- feature_172 <= 11.30 | | | | | | | | | | | |--- truncated branch of depth 48 | | | | | | | | | | |--- feature_172 > 11.30 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_97 > 2.37 | | | | | | | | | | |--- feature_5 <= -0.23 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_5 > -0.23 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_4 > 0.42 | | | | | | | | | |--- feature_155 <= 2.00 | | | | | | | | | | |--- feature_26 <= -2.24 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_26 > -2.24 | | | | | | | | | | | |--- truncated branch of depth 29 | | | | | | | | | |--- feature_155 > 2.00 | | | | | | | | | | |--- class: 0 | | | | |--- feature_100 > 1.18 | | | | | |--- feature_7 <= -0.15 | | | | | | |--- feature_6 <= -0.01 | | | | | | | |--- class: 0 | | | | | | |--- feature_6 > -0.01 | | | | | | | |--- feature_7 <= -0.46 | | | | | | | | |--- feature_5 <= -0.78 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_5 > -0.78 | | | | | | | | | |--- feature_5 <= 0.01 | | | | | | | | | | |--- feature_161 <= 2.71 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_161 > 2.71 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_5 > 0.01 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_7 > -0.46 | | | | | | | | |--- class: 0 | | | | | |--- feature_7 > -0.15 | | | | | | |--- feature_27 <= -0.38 | | | | | | | |--- feature_4 <= 1.09 | | | | | | | | |--- feature_16 <= 2.33 | | | | | | | | | |--- feature_15 <= 1.81 | | | | | | | | | | |--- feature_26 <= -2.27 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_26 > -2.27 | | | | | | | | | | | |--- truncated branch of depth 21 | | | | | | | | | |--- feature_15 > 1.81 | | | | | | | | | | |--- feature_4 <= 0.36 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_4 > 0.36 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | |--- feature_16 > 2.33 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_4 > 1.09 | | | | | | | | |--- feature_122 <= 12.46 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_122 > 12.46 | | | | | | | | | |--- class: 1 | | | | | | |--- feature_27 > -0.38 | | | | | | | |--- feature_8 <= 1.14 | | | | | | | | |--- feature_127 <= 0.54 | | | | | | | | | |--- feature_26 <= -2.17 | | | | | | | | | | |--- feature_19 <= -0.80 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_19 > -0.80 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_26 > -2.17 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_127 > 0.54 | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_8 > 1.14 | | | | | | | | |--- feature_65 <= 0.28 | | | | | | | | | |--- feature_9 <= 1.25 | | | | | | | | | | |--- feature_86 <= 1.26 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_86 > 1.26 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_9 > 1.25 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_65 > 0.28 | | | | | | | | | |--- class: 0 | | | |--- feature_26 > -1.07 | | | | |--- feature_7 <= -1.01 | | | | | |--- feature_27 <= -0.62 | | | | | | |--- feature_27 <= -0.86 | | | | | | | |--- feature_82 <= 0.67 | | | | | | | | |--- class: 0 | | | | | | | |--- feature_82 > 0.67 | | | | | | | | |--- feature_1 <= -0.06 | | | | | | | | | |--- feature_6 <= -1.27 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_6 > -1.27 | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_1 > -0.06 | | | | | | | | | |--- class: 0 | | | | | | |--- feature_27 > -0.86 | | | | | | | |--- feature_0 <= 1.26 | | | | | | | | |--- feature_2 <= -0.90 | | | | | | | | | |--- feature_8 <= 0.59 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_8 > 0.59 | | | | | | | | | | |--- feature_5 <= -0.26 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_5 > -0.26 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_2 > -0.90 | | | | | | | | | |--- feature_57 <= 2.05 | | | | | | | | | | |--- feature_8 <= -1.65 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_8 > -1.65 | | | | | | | | | | | |--- truncated branch of depth 27 | | | | | | | | | |--- feature_57 > 2.05 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_0 > 1.26 | | | | | | | | |--- class: 0 | | | | | |--- feature_27 > -0.62 | | | | | | |--- feature_1 <= 0.04 | | | | | | | |--- feature_28 <= 0.82 | | | | | | | | |--- feature_30 <= -0.39 | | | | | | | | | |--- feature_7 <= -1.32 | | | | | | | | | | |--- feature_1 <= -0.17 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_1 > -0.17 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_7 > -1.32 | | | | | | | | | | |--- feature_105 <= 0.48 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_105 > 0.48 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | |--- feature_30 > -0.39 | | | | | | | | | |--- feature_9 <= -1.02 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_9 > -1.02 | | | | | | | | | | |--- feature_117 <= 1.22 | | | | | | | | | | | |--- truncated branch of depth 14 | | | | | | | | | | |--- feature_117 > 1.22 | | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_28 > 0.82 | | | | | | | | |--- class: 0 | | | | | | |--- feature_1 > 0.04 | | | | | | | |--- feature_101 <= 1.35 | | | | | | | | |--- class: 0 | | | | | | | |--- feature_101 > 1.35 | | | | | | | | |--- feature_3 <= 0.65 | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_3 > 0.65 | | | | | | | | | |--- class: 0 | | | | |--- feature_7 > -1.01 | | | | | |--- feature_34 <= -0.72 | | | | | | |--- feature_82 <= 0.67 | | | | | | | |--- feature_6 <= 0.62 | | | | | | | | |--- feature_26 <= -0.22 | | | | | | | | | |--- feature_26 <= -0.74 | | | | | | | | | | |--- feature_26 <= -0.99 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | | |--- feature_26 > -0.99 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | |--- feature_26 > -0.74 | | | | | | | | | | |--- feature_6 <= -1.83 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_6 > -1.83 | | | | | | | | | | | |--- truncated branch of depth 28 | | | | | | | | |--- feature_26 > -0.22 | | | | | | | | | |--- feature_14 <= 0.53 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_14 > 0.53 | | | | | | | | | | |--- feature_64 <= -0.28 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_64 > -0.28 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | |--- feature_6 > 0.62 | | | | | | | | |--- feature_18 <= 0.85 | | | | | | | | | |--- feature_1 <= -0.04 | | | | | | | | | | |--- feature_1 <= -0.14 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_1 > -0.14 | | | | | | | | | | | |--- truncated branch of depth 15 | | | | | | | | | |--- feature_1 > -0.04 | | | | | | | | | | |--- feature_3 <= 0.73 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_3 > 0.73 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | |--- feature_18 > 0.85 | | | | | | | | | |--- feature_5 <= -1.01 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_5 > -1.01 | | | | | | | | | | |--- feature_119 <= 0.90 | | | | | | | | | | | |--- truncated branch of depth 17 | | | | | | | | | | |--- feature_119 > 0.90 | | | | | | | | | | | |--- class: 0 | | | | | | |--- feature_82 > 0.67 | | | | | | | |--- feature_8 <= -1.96 | | | | | | | | |--- feature_5 <= 0.05 | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_5 > 0.05 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_8 > -1.96 | | | | | | | | |--- feature_9 <= -1.11 | | | | | | | | | |--- feature_5 <= 0.54 | | | | | | | | | | |--- feature_57 <= 0.40 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | | | | |--- feature_57 > 0.40 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_5 > 0.54 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_9 > -1.11 | | | | | | | | | |--- feature_1 <= -0.03 | | | | | | | | | | |--- feature_27 <= -0.36 | | | | | | | | | | | |--- truncated branch of depth 11 | | | | | | | | | | |--- feature_27 > -0.36 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_1 > -0.03 | | | | | | | | | | |--- feature_7 <= -0.30 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_7 > -0.30 | | | | | | | | | | | |--- class: 0 | | | | | |--- feature_34 > -0.72 | | | | | | |--- feature_27 <= -0.57 | | | | | | | |--- feature_97 <= 2.37 | | | | | | | | |--- feature_8 <= -1.02 | | | | | | | | | |--- feature_27 <= -0.64 | | | | | | | | | | |--- feature_2 <= -0.02 | | | | | | | | | | | |--- truncated branch of depth 8 | | | | | | | | | | |--- feature_2 > -0.02 | | | | | | | | | | | |--- truncated branch of depth 12 | | | | | | | | | |--- feature_27 > -0.64 | | | | | | | | | | |--- feature_5 <= -1.05 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_5 > -1.05 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_8 > -1.02 | | | | | | | | | |--- feature_9 <= -1.41 | | | | | | | | | | |--- feature_107 <= 1.40 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_107 > 1.40 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_9 > -1.41 | | | | | | | | | | |--- feature_4 <= 0.93 | | | | | | | | | | | |--- truncated branch of depth 44 | | | | | | | | | | |--- feature_4 > 0.93 | | | | | | | | | | | |--- truncated branch of depth 13 | | | | | | | |--- feature_97 > 2.37 | | | | | | | | |--- feature_7 <= 0.49 | | | | | | | | | |--- feature_8 <= 0.16 | | | | | | | | | | |--- feature_19 <= 0.12 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_19 > 0.12 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_8 > 0.16 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_7 > 0.49 | | | | | | | | | |--- class: 0 | | | | | | |--- feature_27 > -0.57 | | | | | | | |--- feature_7 <= 0.90 | | | | | | | | |--- feature_32 <= -0.68 | | | | | | | | | |--- feature_18 <= 0.85 | | | | | | | | | | |--- feature_64 <= -0.28 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | | |--- feature_64 > -0.28 | | | | | | | | | | | |--- truncated branch of depth 19 | | | | | | | | | |--- feature_18 > 0.85 | | | | | | | | | | |--- feature_7 <= 0.47 | | | | | | | | | | | |--- truncated branch of depth 8 | | | | | | | | | | |--- feature_7 > 0.47 | | | | | | | | | | | |--- truncated branch of depth 8 | | | | | | | | |--- feature_32 > -0.68 | | | | | | | | | |--- feature_85 <= -0.52 | | | | | | | | | | |--- feature_7 <= 0.11 | | | | | | | | | | | |--- truncated branch of depth 8 | | | | | | | | | | |--- feature_7 > 0.11 | | | | | | | | | | | |--- truncated branch of depth 24 | | | | | | | | | |--- feature_85 > -0.52 | | | | | | | | | | |--- feature_3 <= 2.24 | | | | | | | | | | | |--- truncated branch of depth 50 | | | | | | | | | | |--- feature_3 > 2.24 | | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_7 > 0.90 | | | | | | | | |--- feature_2 <= -0.76 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_2 > -0.76 | | | | | | | | | |--- feature_3 <= 0.48 | | | | | | | | | | |--- feature_26 <= -0.67 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_26 > -0.67 | | | | | | | | | | | |--- truncated branch of depth 9 | | | | | | | | | |--- feature_3 > 0.48 | | | | | | | | | | |--- class: 0 | |--- feature_26 > -0.11 | | |--- feature_27 <= -1.09 | | | |--- feature_26 <= 0.88 | | | | |--- feature_4 <= 0.42 | | | | | |--- feature_3 <= -0.85 | | | | | | |--- feature_152 <= 2.17 | | | | | | | |--- feature_3 <= -0.89 | | | | | | | | |--- feature_3 <= -1.54 | | | | | | | | | |--- feature_129 <= 2.68 | | | | | | | | | | |--- feature_27 <= -1.67 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_27 > -1.67 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_129 > 2.68 | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_3 > -1.54 | | | | | | | | | |--- feature_7 <= -0.82 | | | | | | | | | | |--- feature_32 <= 0.33 | | | | | | | | | | | |--- truncated branch of depth 11 | | | | | | | | | | |--- feature_32 > 0.33 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_7 > -0.82 | | | | | | | | | | |--- feature_148 <= 4.31 | | | | | | | | | | | |--- truncated branch of depth 40 | | | | | | | | | | |--- feature_148 > 4.31 | | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_3 > -0.89 | | | | | | | | |--- feature_95 <= 3.32 | | | | | | | | | |--- feature_6 <= -1.60 | | | | | | | | | | |--- feature_2 <= -0.48 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_2 > -0.48 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_6 > -1.60 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_95 > 3.32 | | | | | | | | | |--- feature_7 <= 0.17 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_7 > 0.17 | | | | | | | | | | |--- class: 1 | | | | | | |--- feature_152 > 2.17 | | | | | | | |--- feature_5 <= 1.67 | | | | | | | | |--- feature_26 <= -0.06 | | | | | | | | | |--- feature_58 <= 0.31 | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_58 > 0.31 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_26 > -0.06 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_5 > 1.67 | | | | | | | | |--- feature_4 <= -0.61 | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_4 > -0.61 | | | | | | | | | |--- class: 0 | | | | | |--- feature_3 > -0.85 | | | | | | |--- feature_82 <= 0.67 | | | | | | | |--- feature_27 <= -1.71 | | | | | | | | |--- feature_9 <= -1.46 | | | | | | | | | |--- feature_78 <= 1.59 | | | | | | | | | | |--- feature_133 <= 2.45 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_133 > 2.45 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_78 > 1.59 | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_9 > -1.46 | | | | | | | | | |--- feature_32 <= 0.04 | | | | | | | | | | |--- feature_32 <= -0.04 | | | | | | | | | | | |--- truncated branch of depth 23 | | | | | | | | | | |--- feature_32 > -0.04 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_32 > 0.04 | | | | | | | | | | |--- feature_8 <= -1.75 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_8 > -1.75 | | | | | | | | | | | |--- truncated branch of depth 28 | | | | | | | |--- feature_27 > -1.71 | | | | | | | | |--- feature_109 <= 4.76 | | | | | | | | | |--- feature_7 <= -3.90 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_7 > -3.90 | | | | | | | | | | |--- feature_32 <= -0.79 | | | | | | | | | | | |--- truncated branch of depth 31 | | | | | | | | | | |--- feature_32 > -0.79 | | | | | | | | | | | |--- truncated branch of depth 49 | | | | | | | | |--- feature_109 > 4.76 | | | | | | | | | |--- feature_6 <= 1.57 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_6 > 1.57 | | | | | | | | | | |--- class: 1 | | | | | | |--- feature_82 > 0.67 | | | | | | | |--- feature_7 <= -0.57 | | | | | | | | |--- feature_8 <= -0.37 | | | | | | | | | |--- feature_56 <= 0.26 | | | | | | | | | | |--- feature_34 <= -0.72 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_34 > -0.72 | | | | | | | | | | | |--- truncated branch of depth 9 | | | | | | | | | |--- feature_56 > 0.26 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_8 > -0.37 | | | | | | | | | |--- feature_8 <= 1.33 | | | | | | | | | | |--- feature_36 <= 3.92 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_36 > 3.92 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_8 > 1.33 | | | | | | | | | | |--- feature_8 <= 1.36 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_8 > 1.36 | | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_7 > -0.57 | | | | | | | | |--- feature_3 <= 1.42 | | | | | | | | | |--- feature_3 <= -0.27 | | | | | | | | | | |--- feature_3 <= -0.59 | | | | | | | | | | | |--- truncated branch of depth 18 | | | | | | | | | | |--- feature_3 > -0.59 | | | | | | | | | | | |--- truncated branch of depth 16 | | | | | | | | | |--- feature_3 > -0.27 | | | | | | | | | | |--- feature_116 <= 0.92 | | | | | | | | | | | |--- truncated branch of depth 32 | | | | | | | | | | |--- feature_116 > 0.92 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | |--- feature_3 > 1.42 | | | | | | | | | |--- feature_5 <= -0.77 | | | | | | | | | | |--- feature_14 <= 0.53 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_14 > 0.53 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_5 > -0.77 | | | | | | | | | | |--- class: 0 | | | | |--- feature_4 > 0.42 | | | | | |--- feature_85 <= -0.52 | | | | | | |--- feature_4 <= 0.60 | | | | | | | |--- feature_3 <= -0.52 | | | | | | | | |--- feature_24 <= 0.43 | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_24 > 0.43 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_3 > -0.52 | | | | | | | | |--- class: 0 | | | | | | |--- feature_4 > 0.60 | | | | | | | |--- feature_7 <= -0.29 | | | | | | | | |--- feature_4 <= 1.06 | | | | | | | | | |--- feature_66 <= 0.37 | | | | | | | | | | |--- feature_133 <= 2.45 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_133 > 2.45 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_66 > 0.37 | | | | | | | | | | |--- feature_78 <= 1.59 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_78 > 1.59 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_4 > 1.06 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_7 > -0.29 | | | | | | | | |--- feature_6 <= 1.27 | | | | | | | | | |--- feature_88 <= 1.78 | | | | | | | | | | |--- feature_6 <= -1.39 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_6 > -1.39 | | | | | | | | | | | |--- truncated branch of depth 26 | | | | | | | | | |--- feature_88 > 1.78 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_6 > 1.27 | | | | | | | | | |--- class: 0 | | | | | |--- feature_85 > -0.52 | | | | | | |--- feature_27 <= -2.09 | | | | | | | |--- feature_7 <= -4.19 | | | | | | | | |--- class: 1 | | | | | | | |--- feature_7 > -4.19 | | | | | | | | |--- class: 0 | | | | | | |--- feature_27 > -2.09 | | | | | | | |--- feature_27 <= -1.42 | | | | | | | | |--- feature_93 <= 2.50 | | | | | | | | | |--- feature_177 <= 3.27 | | | | | | | | | | |--- feature_9 <= 1.41 | | | | | | | | | | | |--- truncated branch of depth 23 | | | | | | | | | | |--- feature_9 > 1.41 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | |--- feature_177 > 3.27 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_93 > 2.50 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_27 > -1.42 | | | | | | | | |--- feature_5 <= 0.01 | | | | | | | | | |--- feature_27 <= -1.39 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_27 > -1.39 | | | | | | | | | | |--- feature_8 <= 1.21 | | | | | | | | | | | |--- truncated branch of depth 19 | | | | | | | | | | |--- feature_8 > 1.21 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | |--- feature_5 > 0.01 | | | | | | | | | |--- feature_2 <= 1.19 | | | | | | | | | | |--- feature_1 <= -0.11 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_1 > -0.11 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_2 > 1.19 | | | | | | | | | | |--- feature_26 <= 0.38 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_26 > 0.38 | | | | | | | | | | | |--- truncated branch of depth 4 | | | |--- feature_26 > 0.88 | | | | |--- feature_27 <= -1.52 | | | | | |--- feature_3 <= -1.19 | | | | | | |--- feature_19 <= 0.12 | | | | | | | |--- class: 0 | | | | | | |--- feature_19 > 0.12 | | | | | | | |--- feature_26 <= 1.12 | | | | | | | | |--- feature_26 <= 0.94 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_26 > 0.94 | | | | | | | | | |--- feature_121 <= 0.88 | | | | | | | | | | |--- feature_20 <= 3.82 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_20 > 3.82 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_121 > 0.88 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_26 > 1.12 | | | | | | | | |--- class: 0 | | | | | |--- feature_3 > -1.19 | | | | | | |--- feature_27 <= -2.02 | | | | | | | |--- feature_8 <= 0.74 | | | | | | | | |--- feature_16 <= 0.23 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_16 > 0.23 | | | | | | | | | |--- feature_2 <= -0.22 | | | | | | | | | | |--- feature_19 <= 0.27 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_19 > 0.27 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_2 > -0.22 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_8 > 0.74 | | | | | | | | |--- feature_32 <= 0.60 | | | | | | | | | |--- feature_89 <= 0.94 | | | | | | | | | | |--- feature_9 <= 1.08 | | | | | | | | | | | |--- truncated branch of depth 8 | | | | | | | | | | |--- feature_9 > 1.08 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_89 > 0.94 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_32 > 0.60 | | | | | | | | | |--- class: 0 | | | | | | |--- feature_27 > -2.02 | | | | | | | |--- feature_27 <= -1.97 | | | | | | | | |--- feature_116 <= 0.92 | | | | | | | | | |--- feature_93 <= 2.50 | | | | | | | | | | |--- feature_103 <= 2.12 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_103 > 2.12 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_93 > 2.50 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_116 > 0.92 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_27 > -1.97 | | | | | | | | |--- feature_9 <= -1.59 | | | | | | | | | |--- feature_92 <= -1.08 | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_92 > -1.08 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_9 > -1.59 | | | | | | | | | |--- feature_66 <= 0.37 | | | | | | | | | | |--- feature_60 <= 1.53 | | | | | | | | | | | |--- truncated branch of depth 34 | | | | | | | | | | |--- feature_60 > 1.53 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_66 > 0.37 | | | | | | | | | | |--- feature_1 <= 0.09 | | | | | | | | | | | |--- truncated branch of depth 34 | | | | | | | | | | |--- feature_1 > 0.09 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | |--- feature_27 > -1.52 | | | | | |--- feature_6 <= -1.49 | | | | | | |--- feature_3 <= 2.23 | | | | | | | |--- class: 0 | | | | | | |--- feature_3 > 2.23 | | | | | | | |--- feature_101 <= 1.35 | | | | | | | | |--- class: 0 | | | | | | | |--- feature_101 > 1.35 | | | | | | | | |--- class: 1 | | | | | |--- feature_6 > -1.49 | | | | | | |--- feature_59 <= -1.53 | | | | | | | |--- feature_1 <= -0.08 | | | | | | | | |--- feature_5 <= -0.96 | | | | | | | | | |--- feature_78 <= 1.59 | | | | | | | | | | |--- feature_18 <= 0.85 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_18 > 0.85 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_78 > 1.59 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_5 > -0.96 | | | | | | | | | |--- feature_30 <= 0.84 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_30 > 0.84 | | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_1 > -0.08 | | | | | | | | |--- class: 0 | | | | | | |--- feature_59 > -1.53 | | | | | | | |--- feature_2 <= 0.40 | | | | | | | | |--- feature_7 <= 0.92 | | | | | | | | | |--- feature_27 <= -1.50 | | | | | | | | | | |--- feature_173 <= 2.57 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_173 > 2.57 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_27 > -1.50 | | | | | | | | | | |--- feature_5 <= -0.77 | | | | | | | | | | | |--- truncated branch of depth 16 | | | | | | | | | | |--- feature_5 > -0.77 | | | | | | | | | | | |--- truncated branch of depth 31 | | | | | | | | |--- feature_7 > 0.92 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_2 > 0.40 | | | | | | | | |--- feature_121 <= 0.88 | | | | | | | | | |--- feature_39 <= 1.40 | | | | | | | | | | |--- feature_32 <= -1.26 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_32 > -1.26 | | | | | | | | | | | |--- truncated branch of depth 33 | | | | | | | | | |--- feature_39 > 1.40 | | | | | | | | | | |--- feature_58 <= 1.38 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_58 > 1.38 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | |--- feature_121 > 0.88 | | | | | | | | | |--- feature_30 <= 0.84 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_30 > 0.84 | | | | | | | | | | |--- feature_1 <= 0.04 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_1 > 0.04 | | | | | | | | | | | |--- class: 0 | | |--- feature_27 > -1.09 | | | |--- feature_82 <= 0.67 | | | | |--- feature_26 <= 1.06 | | | | | |--- feature_7 <= 0.32 | | | | | | |--- feature_4 <= 1.75 | | | | | | | |--- feature_27 <= -0.51 | | | | | | | | |--- feature_2 <= -1.09 | | | | | | | | | |--- feature_9 <= 0.84 | | | | | | | | | | |--- feature_23 <= 1.31 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_23 > 1.31 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_9 > 0.84 | | | | | | | | | | |--- feature_26 <= 0.36 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_26 > 0.36 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | |--- feature_2 > -1.09 | | | | | | | | | |--- feature_109 <= 4.76 | | | | | | | | | | |--- feature_157 <= 5.03 | | | | | | | | | | | |--- truncated branch of depth 54 | | | | | | | | | | |--- feature_157 > 5.03 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_109 > 4.76 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_27 > -0.51 | | | | | | | | |--- feature_73 <= 2.45 | | | | | | | | | |--- feature_3 <= 1.31 | | | | | | | | | | |--- feature_3 <= 0.75 | | | | | | | | | | | |--- truncated branch of depth 35 | | | | | | | | | | |--- feature_3 > 0.75 | | | | | | | | | | | |--- truncated branch of depth 20 | | | | | | | | | |--- feature_3 > 1.31 | | | | | | | | | | |--- feature_6 <= 1.11 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | | |--- feature_6 > 1.11 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | |--- feature_73 > 2.45 | | | | | | | | | |--- feature_6 <= -0.96 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_6 > -0.96 | | | | | | | | | | |--- feature_116 <= 0.92 | | | | | | | | | | | |--- truncated branch of depth 17 | | | | | | | | | | |--- feature_116 > 0.92 | | | | | | | | | | | |--- class: 0 | | | | | | |--- feature_4 > 1.75 | | | | | | | |--- feature_32 <= -1.77 | | | | | | | | |--- feature_19 <= -0.19 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_19 > -0.19 | | | | | | | | | |--- feature_6 <= -0.26 | | | | | | | | | | |--- feature_6 <= -1.04 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_6 > -1.04 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_6 > -0.26 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_32 > -1.77 | | | | | | | | |--- feature_5 <= -1.07 | | | | | | | | | |--- feature_19 <= 0.73 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_19 > 0.73 | | | | | | | | | | |--- feature_4 <= 2.35 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_4 > 2.35 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_5 > -1.07 | | | | | | | | | |--- feature_26 <= 0.58 | | | | | | | | | | |--- feature_5 <= -0.05 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_5 > -0.05 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | |--- feature_26 > 0.58 | | | | | | | | | | |--- class: 0 | | | | | |--- feature_7 > 0.32 | | | | | | |--- feature_2 <= -1.15 | | | | | | | |--- feature_27 <= -0.67 | | | | | | | | |--- feature_4 <= -1.27 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_4 > -1.27 | | | | | | | | | |--- feature_9 <= -0.28 | | | | | | | | | | |--- feature_3 <= -1.21 | | | | | | | | | | | |--- truncated branch of depth 8 | | | | | | | | | | |--- feature_3 > -1.21 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_9 > -0.28 | | | | | | | | | | |--- feature_64 <= -0.28 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | | |--- feature_64 > -0.28 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | |--- feature_27 > -0.67 | | | | | | | | |--- feature_105 <= 0.48 | | | | | | | | | |--- feature_6 <= 1.79 | | | | | | | | | | |--- feature_9 <= -1.69 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_9 > -1.69 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_6 > 1.79 | | | | | | | | | | |--- feature_9 <= 1.60 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_9 > 1.60 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_105 > 0.48 | | | | | | | | | |--- feature_26 <= 0.40 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_26 > 0.40 | | | | | | | | | | |--- feature_87 <= -0.31 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | | | | |--- feature_87 > -0.31 | | | | | | | | | | | |--- class: 0 | | | | | | |--- feature_2 > -1.15 | | | | | | | |--- feature_34 <= -0.72 | | | | | | | | |--- feature_58 <= -0.23 | | | | | | | | | |--- feature_9 <= 1.53 | | | | | | | | | | |--- feature_47 <= 5.03 | | | | | | | | | | | |--- truncated branch of depth 22 | | | | | | | | | | |--- feature_47 > 5.03 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_9 > 1.53 | | | | | | | | | | |--- feature_9 <= 1.57 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | | |--- feature_9 > 1.57 | | | | | | | | | | | |--- truncated branch of depth 8 | | | | | | | | |--- feature_58 > -0.23 | | | | | | | | | |--- feature_58 <= 0.31 | | | | | | | | | | |--- feature_6 <= -1.21 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_6 > -1.21 | | | | | | | | | | | |--- truncated branch of depth 21 | | | | | | | | | |--- feature_58 > 0.31 | | | | | | | | | | |--- feature_8 <= -1.21 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_8 > -1.21 | | | | | | | | | | | |--- truncated branch of depth 26 | | | | | | | |--- feature_34 > -0.72 | | | | | | | | |--- feature_32 <= -1.96 | | | | | | | | | |--- feature_101 <= 1.35 | | | | | | | | | | |--- feature_26 <= 0.83 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_26 > 0.83 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | |--- feature_101 > 1.35 | | | | | | | | | | |--- feature_30 <= 0.02 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_30 > 0.02 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_32 > -1.96 | | | | | | | | | |--- feature_27 <= -0.86 | | | | | | | | | | |--- feature_6 <= 1.72 | | | | | | | | | | | |--- truncated branch of depth 38 | | | | | | | | | | |--- feature_6 > 1.72 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_27 > -0.86 | | | | | | | | | | |--- feature_3 <= 0.08 | | | | | | | | | | | |--- truncated branch of depth 51 | | | | | | | | | | |--- feature_3 > 0.08 | | | | | | | | | | | |--- truncated branch of depth 34 | | | | |--- feature_26 > 1.06 | | | | | |--- feature_26 <= 1.44 | | | | | | |--- feature_3 <= 2.18 | | | | | | | |--- feature_59 <= -1.53 | | | | | | | | |--- feature_169 <= 3.78 | | | | | | | | | |--- feature_9 <= -1.33 | | | | | | | | | | |--- feature_69 <= 1.16 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_69 > 1.16 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_9 > -1.33 | | | | | | | | | | |--- feature_29 <= 0.71 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_29 > 0.71 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | |--- feature_169 > 3.78 | | | | | | | | | |--- feature_19 <= 0.27 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_19 > 0.27 | | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_59 > -1.53 | | | | | | | | |--- feature_7 <= 0.64 | | | | | | | | | |--- feature_5 <= -0.91 | | | | | | | | | | |--- feature_9 <= -1.22 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_9 > -1.22 | | | | | | | | | | | |--- truncated branch of depth 23 | | | | | | | | | |--- feature_5 > -0.91 | | | | | | | | | | |--- feature_27 <= -0.60 | | | | | | | | | | | |--- truncated branch of depth 25 | | | | | | | | | | |--- feature_27 > -0.60 | | | | | | | | | | | |--- truncated branch of depth 17 | | | | | | | | |--- feature_7 > 0.64 | | | | | | | | | |--- feature_5 <= 1.67 | | | | | | | | | | |--- feature_7 <= 0.86 | | | | | | | | | | | |--- truncated branch of depth 19 | | | | | | | | | | |--- feature_7 > 0.86 | | | | | | | | | | | |--- truncated branch of depth 8 | | | | | | | | | |--- feature_5 > 1.67 | | | | | | | | | | |--- feature_32 <= 0.25 | | | | | | | | | | | |--- truncated branch of depth 9 | | | | | | | | | | |--- feature_32 > 0.25 | | | | | | | | | | | |--- class: 0 | | | | | | |--- feature_3 > 2.18 | | | | | | | |--- class: 0 | | | | | |--- feature_26 > 1.44 | | | | | | |--- feature_98 <= 3.20 | | | | | | | |--- feature_4 <= 2.45 | | | | | | | | |--- feature_169 <= 3.78 | | | | | | | | | |--- feature_31 <= 3.55 | | | | | | | | | | |--- feature_6 <= -1.61 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_6 > -1.61 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_31 > 3.55 | | | | | | | | | | |--- feature_118 <= 2.00 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_118 > 2.00 | | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_169 > 3.78 | | | | | | | | | |--- feature_8 <= -0.19 | | | | | | | | | | |--- feature_92 <= -1.08 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_92 > -1.08 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_8 > -0.19 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_4 > 2.45 | | | | | | | | |--- feature_7 <= -0.78 | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_7 > -0.78 | | | | | | | | | |--- class: 0 | | | | | | |--- feature_98 > 3.20 | | | | | | | |--- feature_5 <= -0.84 | | | | | | | | |--- class: 1 | | | | | | | |--- feature_5 > -0.84 | | | | | | | | |--- class: 0 | | | |--- feature_82 > 0.67 | | | | |--- feature_26 <= 0.92 | | | | | |--- feature_3 <= -0.85 | | | | | | |--- feature_1 <= 0.03 | | | | | | | |--- feature_19 <= -1.71 | | | | | | | | |--- feature_60 <= 1.53 | | | | | | | | | |--- feature_27 <= -0.70 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_27 > -0.70 | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_60 > 1.53 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_19 > -1.71 | | | | | | | | |--- feature_19 <= 0.12 | | | | | | | | | |--- feature_146 <= 6.90 | | | | | | | | | | |--- feature_126 <= 2.33 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_126 > 2.33 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_146 > 6.90 | | | | | | | | | | |--- feature_96 <= 1.78 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_96 > 1.78 | | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_19 > 0.12 | | | | | | | | | |--- feature_118 <= 2.00 | | | | | | | | | | |--- feature_111 <= 0.97 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_111 > 0.97 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | |--- feature_118 > 2.00 | | | | | | | | | | |--- feature_59 <= -1.53 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_59 > -1.53 | | | | | | | | | | | |--- class: 0 | | | | | | |--- feature_1 > 0.03 | | | | | | | |--- feature_66 <= 0.37 | | | | | | | | |--- feature_26 <= 0.37 | | | | | | | | | |--- feature_36 <= 3.92 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_36 > 3.92 | | | | | | | | | | |--- feature_76 <= 0.54 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_76 > 0.54 | | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_26 > 0.37 | | | | | | | | | |--- feature_92 <= -1.08 | | | | | | | | | | |--- feature_61 <= -0.18 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_61 > -0.18 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_92 > -1.08 | | | | | | | | | | |--- feature_9 <= 0.46 | | | | | | | | | | | |--- truncated branch of depth 9 | | | | | | | | | | |--- feature_9 > 0.46 | | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_66 > 0.37 | | | | | | | | |--- class: 0 | | | | | |--- feature_3 > -0.85 | | | | | | |--- feature_7 <= -0.65 | | | | | | | |--- feature_27 <= -0.90 | | | | | | | | |--- feature_26 <= 0.57 | | | | | | | | | |--- feature_3 <= -0.11 | | | | | | | | | | |--- feature_1 <= 0.20 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_1 > 0.20 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_3 > -0.11 | | | | | | | | | | |--- feature_1 <= 0.22 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_1 > 0.22 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_26 > 0.57 | | | | | | | | | |--- feature_126 <= 2.33 | | | | | | | | | | |--- feature_112 <= 6.48 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_112 > 6.48 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_126 > 2.33 | | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_27 > -0.90 | | | | | | | | |--- feature_2 <= 3.51 | | | | | | | | | |--- feature_26 <= -0.06 | | | | | | | | | | |--- feature_5 <= 0.55 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_5 > 0.55 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_26 > -0.06 | | | | | | | | | | |--- feature_156 <= 5.30 | | | | | | | | | | | |--- truncated branch of depth 10 | | | | | | | | | | |--- feature_156 > 5.30 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | |--- feature_2 > 3.51 | | | | | | | | | |--- feature_26 <= 0.71 | | | | | | | | | | |--- feature_17 <= 0.81 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_17 > 0.81 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_26 > 0.71 | | | | | | | | | | |--- class: 0 | | | | | | |--- feature_7 > -0.65 | | | | | | | |--- feature_4 <= 0.46 | | | | | | | | |--- feature_6 <= 1.25 | | | | | | | | | |--- feature_61 <= -0.18 | | | | | | | | | | |--- feature_34 <= -0.72 | | | | | | | | | | | |--- truncated branch of depth 8 | | | | | | | | | | |--- feature_34 > -0.72 | | | | | | | | | | | |--- truncated branch of depth 30 | | | | | | | | | |--- feature_61 > -0.18 | | | | | | | | | | |--- feature_27 <= -0.43 | | | | | | | | | | | |--- truncated branch of depth 19 | | | | | | | | | | |--- feature_27 > -0.43 | | | | | | | | | | | |--- truncated branch of depth 14 | | | | | | | | |--- feature_6 > 1.25 | | | | | | | | | |--- feature_7 <= 0.92 | | | | | | | | | | |--- feature_27 <= -0.39 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_27 > -0.39 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | |--- feature_7 > 0.92 | | | | | | | | | | |--- feature_39 <= 1.40 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_39 > 1.40 | | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_4 > 0.46 | | | | | | | | |--- feature_1 <= 0.14 | | | | | | | | | |--- feature_2 <= 1.21 | | | | | | | | | | |--- feature_1 <= -0.11 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_1 > -0.11 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | |--- feature_2 > 1.21 | | | | | | | | | | |--- feature_26 <= 0.70 | | | | | | | | | | | |--- truncated branch of depth 11 | | | | | | | | | | |--- feature_26 > 0.70 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | |--- feature_1 > 0.14 | | | | | | | | | |--- feature_9 <= 1.34 | | | | | | | | | | |--- feature_56 <= 0.26 | | | | | | | | | | | |--- truncated branch of depth 19 | | | | | | | | | | |--- feature_56 > 0.26 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_9 > 1.34 | | | | | | | | | | |--- feature_6 <= -0.45 | | | | | | | | | | | |--- truncated branch of depth 10 | | | | | | | | | | |--- feature_6 > -0.45 | | | | | | | | | | | |--- class: 0 | | | | |--- feature_26 > 0.92 | | | | | |--- feature_9 <= 1.27 | | | | | | |--- feature_7 <= 0.90 | | | | | | | |--- feature_3 <= -0.96 | | | | | | | | |--- feature_143 <= 8.23 | | | | | | | | | |--- feature_55 <= 2.30 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_55 > 2.30 | | | | | | | | | | |--- feature_97 <= 2.37 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_97 > 2.37 | | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_143 > 8.23 | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_3 > -0.96 | | | | | | | | |--- feature_3 <= -0.95 | | | | | | | | | |--- feature_32 <= -1.48 | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_32 > -1.48 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_3 > -0.95 | | | | | | | | | |--- feature_14 <= 0.53 | | | | | | | | | | |--- feature_156 <= 5.30 | | | | | | | | | | | |--- truncated branch of depth 17 | | | | | | | | | | |--- feature_156 > 5.30 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | |--- feature_14 > 0.53 | | | | | | | | | | |--- feature_7 <= 0.82 | | | | | | | | | | | |--- truncated branch of depth 8 | | | | | | | | | | |--- feature_7 > 0.82 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | |--- feature_7 > 0.90 | | | | | | | |--- feature_27 <= -0.77 | | | | | | | | |--- feature_7 <= 0.95 | | | | | | | | | |--- feature_2 <= -0.64 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_2 > -0.64 | | | | | | | | | | |--- feature_30 <= 0.63 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_30 > 0.63 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_7 > 0.95 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_27 > -0.77 | | | | | | | | |--- feature_62 <= 0.18 | | | | | | | | | |--- feature_88 <= 1.78 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_88 > 1.78 | | | | | | | | | | |--- feature_107 <= 1.40 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_107 > 1.40 | | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_62 > 0.18 | | | | | | | | | |--- feature_5 <= 0.46 | | | | | | | | | | |--- feature_9 <= -0.75 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_9 > -0.75 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_5 > 0.46 | | | | | | | | | | |--- feature_56 <= 1.40 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_56 > 1.40 | | | | | | | | | | | |--- class: 1 | | | | | |--- feature_9 > 1.27 | | | | | | |--- feature_8 <= -1.38 | | | | | | | |--- class: 0 | | | | | | |--- feature_8 > -1.38 | | | | | | | |--- feature_111 <= 0.97 | | | | | | | | |--- feature_2 <= -0.90 | | | | | | | | | |--- feature_58 <= 1.92 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_58 > 1.92 | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_2 > -0.90 | | | | | | | | | |--- feature_1 <= 0.31 | | | | | | | | | | |--- feature_62 <= 0.18 | | | | | | | | | | | |--- truncated branch of depth 8 | | | | | | | | | | |--- feature_62 > 0.18 | | | | | | | | | | | |--- truncated branch of depth 9 | | | | | | | | | |--- feature_1 > 0.31 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_111 > 0.97 | | | | | | | | |--- class: 0 |--- feature_27 > -0.17 | |--- feature_26 <= 0.38 | | |--- feature_26 <= -1.41 | | | |--- feature_27 <= 0.66 | | | | |--- feature_34 <= -0.72 | | | | | |--- feature_4 <= 0.50 | | | | | | |--- feature_7 <= -0.31 | | | | | | | |--- feature_32 <= 0.89 | | | | | | | | |--- feature_29 <= 2.80 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_29 > 2.80 | | | | | | | | | |--- feature_60 <= 1.53 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_60 > 1.53 | | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_32 > 0.89 | | | | | | | | |--- feature_6 <= -0.67 | | | | | | | | | |--- feature_5 <= 0.30 | | | | | | | | | | |--- feature_76 <= 0.54 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_76 > 0.54 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_5 > 0.30 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_6 > -0.67 | | | | | | | | | |--- class: 0 | | | | | | |--- feature_7 > -0.31 | | | | | | | |--- feature_1 <= 0.16 | | | | | | | | |--- feature_118 <= 2.00 | | | | | | | | | |--- feature_105 <= 0.48 | | | | | | | | | | |--- feature_28 <= -0.40 | | | | | | | | | | | |--- truncated branch of depth 22 | | | | | | | | | | |--- feature_28 > -0.40 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | |--- feature_105 > 0.48 | | | | | | | | | | |--- feature_8 <= -1.18 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_8 > -1.18 | | | | | | | | | | | |--- truncated branch of depth 19 | | | | | | | | |--- feature_118 > 2.00 | | | | | | | | | |--- feature_7 <= 0.92 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_7 > 0.92 | | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_1 > 0.16 | | | | | | | | |--- class: 0 | | | | | |--- feature_4 > 0.50 | | | | | | |--- feature_5 <= -1.37 | | | | | | | |--- feature_115 <= 0.90 | | | | | | | | |--- class: 0 | | | | | | | |--- feature_115 > 0.90 | | | | | | | | |--- class: 1 | | | | | | |--- feature_5 > -1.37 | | | | | | | |--- class: 0 | | | | |--- feature_34 > -0.72 | | | | | |--- feature_61 <= -0.18 | | | | | | |--- feature_2 <= 1.95 | | | | | | | |--- feature_26 <= -1.43 | | | | | | | | |--- feature_27 <= 0.10 | | | | | | | | | |--- feature_94 <= 5.48 | | | | | | | | | | |--- feature_6 <= -1.89 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_6 > -1.89 | | | | | | | | | | | |--- truncated branch of depth 34 | | | | | | | | | |--- feature_94 > 5.48 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_27 > 0.10 | | | | | | | | | |--- feature_7 <= -1.52 | | | | | | | | | | |--- feature_95 <= 3.32 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_95 > 3.32 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_7 > -1.52 | | | | | | | | | | |--- feature_56 <= 0.26 | | | | | | | | | | | |--- truncated branch of depth 40 | | | | | | | | | | |--- feature_56 > 0.26 | | | | | | | | | | | |--- truncated branch of depth 10 | | | | | | | |--- feature_26 > -1.43 | | | | | | | | |--- class: 0 | | | | | | |--- feature_2 > 1.95 | | | | | | | |--- class: 0 | | | | | |--- feature_61 > -0.18 | | | | | | |--- feature_4 <= 0.42 | | | | | | | |--- feature_7 <= -3.55 | | | | | | | | |--- class: 0 | | | | | | | |--- feature_7 > -3.55 | | | | | | | | |--- feature_9 <= -1.14 | | | | | | | | | |--- feature_9 <= -1.27 | | | | | | | | | | |--- feature_57 <= 0.40 | | | | | | | | | | | |--- truncated branch of depth 16 | | | | | | | | | | |--- feature_57 > 0.40 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_9 > -1.27 | | | | | | | | | | |--- feature_113 <= 2.61 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_113 > 2.61 | | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_9 > -1.14 | | | | | | | | | |--- feature_27 <= 0.28 | | | | | | | | | | |--- feature_3 <= 1.64 | | | | | | | | | | | |--- truncated branch of depth 46 | | | | | | | | | | |--- feature_3 > 1.64 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_27 > 0.28 | | | | | | | | | | |--- feature_5 <= 0.46 | | | | | | | | | | | |--- truncated branch of depth 25 | | | | | | | | | | |--- feature_5 > 0.46 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | |--- feature_4 > 0.42 | | | | | | | |--- feature_3 <= 1.41 | | | | | | | | |--- feature_1 <= -0.09 | | | | | | | | | |--- feature_119 <= 0.90 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_119 > 0.90 | | | | | | | | | | |--- feature_14 <= 0.53 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_14 > 0.53 | | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_1 > -0.09 | | | | | | | | | |--- feature_6 <= -0.89 | | | | | | | | | | |--- feature_26 <= -1.54 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_26 > -1.54 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_6 > -0.89 | | | | | | | | | | |--- feature_2 <= 0.70 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_2 > 0.70 | | | | | | | | | | | |--- truncated branch of depth 25 | | | | | | | |--- feature_3 > 1.41 | | | | | | | | |--- feature_94 <= 5.48 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_94 > 5.48 | | | | | | | | | |--- feature_67 <= -0.37 | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_67 > -0.37 | | | | | | | | | | |--- class: 0 | | | |--- feature_27 > 0.66 | | | | |--- feature_26 <= -2.02 | | | | | |--- feature_9 <= 1.64 | | | | | | |--- feature_2 <= -0.71 | | | | | | | |--- feature_9 <= -0.80 | | | | | | | | |--- feature_27 <= 0.74 | | | | | | | | | |--- feature_27 <= 0.72 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_27 > 0.72 | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_27 > 0.74 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_9 > -0.80 | | | | | | | | |--- feature_27 <= 1.49 | | | | | | | | | |--- feature_27 <= 1.00 | | | | | | | | | | |--- feature_26 <= -2.19 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_26 > -2.19 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_27 > 1.00 | | | | | | | | | | |--- feature_7 <= -0.67 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_7 > -0.67 | | | | | | | | | | | |--- truncated branch of depth 15 | | | | | | | | |--- feature_27 > 1.49 | | | | | | | | | |--- feature_69 <= 1.16 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_69 > 1.16 | | | | | | | | | | |--- class: 1 | | | | | | |--- feature_2 > -0.71 | | | | | | | |--- feature_9 <= 1.50 | | | | | | | | |--- feature_103 <= 2.12 | | | | | | | | | |--- feature_8 <= -1.86 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_8 > -1.86 | | | | | | | | | | |--- feature_107 <= 1.40 | | | | | | | | | | | |--- truncated branch of depth 21 | | | | | | | | | | |--- feature_107 > 1.40 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | |--- feature_103 > 2.12 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_9 > 1.50 | | | | | | | | |--- class: 0 | | | | | |--- feature_9 > 1.64 | | | | | | |--- class: 0 | | | | |--- feature_26 > -2.02 | | | | | |--- feature_7 <= 0.13 | | | | | | |--- feature_27 <= 1.56 | | | | | | | |--- feature_4 <= -1.15 | | | | | | | | |--- class: 0 | | | | | | | |--- feature_4 > -1.15 | | | | | | | | |--- feature_101 <= 1.35 | | | | | | | | | |--- feature_6 <= -1.36 | | | | | | | | | | |--- feature_9 <= 0.55 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | | |--- feature_9 > 0.55 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_6 > -1.36 | | | | | | | | | | |--- feature_29 <= 0.71 | | | | | | | | | | | |--- truncated branch of depth 26 | | | | | | | | | | |--- feature_29 > 0.71 | | | | | | | | | | | |--- truncated branch of depth 14 | | | | | | | | |--- feature_101 > 1.35 | | | | | | | | | |--- feature_116 <= 0.92 | | | | | | | | | | |--- feature_2 <= -0.85 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_2 > -0.85 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | | | |--- feature_116 > 0.92 | | | | | | | | | | |--- class: 0 | | | | | | |--- feature_27 > 1.56 | | | | | | | |--- feature_100 <= 1.18 | | | | | | | | |--- feature_161 <= 2.71 | | | | | | | | | |--- feature_114 <= 6.14 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_114 > 6.14 | | | | | | | | | | |--- feature_115 <= 0.90 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_115 > 0.90 | | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_161 > 2.71 | | | | | | | | | |--- feature_1 <= -0.08 | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_1 > -0.08 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_100 > 1.18 | | | | | | | | |--- feature_8 <= -0.10 | | | | | | | | | |--- feature_8 <= -0.51 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_8 > -0.51 | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_8 > -0.10 | | | | | | | | | |--- class: 0 | | | | | |--- feature_7 > 0.13 | | | | | | |--- feature_3 <= -0.84 | | | | | | | |--- feature_9 <= -0.43 | | | | | | | | |--- feature_30 <= 2.07 | | | | | | | | | |--- feature_7 <= 0.91 | | | | | | | | | | |--- feature_3 <= -0.93 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_3 > -0.93 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_7 > 0.91 | | | | | | | | | | |--- feature_8 <= 0.83 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_8 > 0.83 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | |--- feature_30 > 2.07 | | | | | | | | | |--- feature_62 <= 0.18 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_62 > 0.18 | | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_9 > -0.43 | | | | | | | | |--- feature_6 <= 1.49 | | | | | | | | | |--- feature_9 <= 1.05 | | | | | | | | | | |--- feature_30 <= 0.43 | | | | | | | | | | | |--- truncated branch of depth 14 | | | | | | | | | | |--- feature_30 > 0.43 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_9 > 1.05 | | | | | | | | | | |--- feature_2 <= -0.82 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | | | | |--- feature_2 > -0.82 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_6 > 1.49 | | | | | | | | | |--- class: 0 | | | | | | |--- feature_3 > -0.84 | | | | | | | |--- feature_2 <= 1.12 | | | | | | | | |--- feature_39 <= 1.40 | | | | | | | | | |--- feature_97 <= 2.37 | | | | | | | | | | |--- feature_58 <= -0.77 | | | | | | | | | | | |--- truncated branch of depth 24 | | | | | | | | | | |--- feature_58 > -0.77 | | | | | | | | | | | |--- truncated branch of depth 37 | | | | | | | | | |--- feature_97 > 2.37 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_39 > 1.40 | | | | | | | | | |--- feature_120 <= 0.87 | | | | | | | | | | |--- feature_3 <= -0.81 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_3 > -0.81 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_120 > 0.87 | | | | | | | | | | |--- feature_26 <= -1.75 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_26 > -1.75 | | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_2 > 1.12 | | | | | | | | |--- feature_3 <= 0.68 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_3 > 0.68 | | | | | | | | | |--- feature_7 <= 0.41 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_7 > 0.41 | | | | | | | | | | |--- feature_30 <= -0.39 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_30 > -0.39 | | | | | | | | | | | |--- truncated branch of depth 10 | | |--- feature_26 > -1.41 | | | |--- feature_7 <= -0.51 | | | | |--- feature_27 <= 1.05 | | | | | |--- feature_6 <= -0.50 | | | | | | |--- feature_2 <= -1.10 | | | | | | | |--- class: 0 | | | | | | |--- feature_2 > -1.10 | | | | | | | |--- feature_8 <= -2.03 | | | | | | | | |--- feature_27 <= -0.07 | | | | | | | | | |--- feature_27 <= -0.09 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_27 > -0.09 | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_27 > -0.07 | | | | | | | | | |--- feature_8 <= -3.51 | | | | | | | | | | |--- feature_28 <= 0.42 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_28 > 0.42 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_8 > -3.51 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_8 > -2.03 | | | | | | | | |--- feature_8 <= -2.02 | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_8 > -2.02 | | | | | | | | | |--- feature_7 <= -0.90 | | | | | | | | | | |--- feature_16 <= -0.81 | | | | | | | | | | | |--- truncated branch of depth 17 | | | | | | | | | | |--- feature_16 > -0.81 | | | | | | | | | | | |--- truncated branch of depth 20 | | | | | | | | | |--- feature_7 > -0.90 | | | | | | | | | | |--- feature_58 <= 0.31 | | | | | | | | | | | |--- truncated branch of depth 10 | | | | | | | | | | |--- feature_58 > 0.31 | | | | | | | | | | | |--- truncated branch of depth 17 | | | | | |--- feature_6 > -0.50 | | | | | | |--- feature_82 <= 0.67 | | | | | | | |--- feature_27 <= 0.11 | | | | | | | | |--- feature_7 <= -2.23 | | | | | | | | | |--- feature_31 <= 3.55 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_31 > 3.55 | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_7 > -2.23 | | | | | | | | | |--- feature_32 <= 1.12 | | | | | | | | | | |--- feature_108 <= 2.38 | | | | | | | | | | | |--- truncated branch of depth 25 | | | | | | | | | | |--- feature_108 > 2.38 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_32 > 1.12 | | | | | | | | | | |--- feature_7 <= -1.90 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_7 > -1.90 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | |--- feature_27 > 0.11 | | | | | | | | |--- feature_80 <= -0.34 | | | | | | | | | |--- feature_6 <= -0.35 | | | | | | | | | | |--- feature_27 <= 0.64 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | | | | |--- feature_27 > 0.64 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_6 > -0.35 | | | | | | | | | | |--- feature_9 <= 0.21 | | | | | | | | | | | |--- truncated branch of depth 9 | | | | | | | | | | |--- feature_9 > 0.21 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | |--- feature_80 > -0.34 | | | | | | | | | |--- feature_9 <= 1.72 | | | | | | | | | | |--- feature_19 <= 0.12 | | | | | | | | | | | |--- truncated branch of depth 22 | | | | | | | | | | |--- feature_19 > 0.12 | | | | | | | | | | | |--- truncated branch of depth 32 | | | | | | | | | |--- feature_9 > 1.72 | | | | | | | | | | |--- feature_14 <= 0.53 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_14 > 0.53 | | | | | | | | | | | |--- class: 0 | | | | | | |--- feature_82 > 0.67 | | | | | | | |--- feature_1 <= -0.05 | | | | | | | | |--- feature_8 <= -0.23 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_8 > -0.23 | | | | | | | | | |--- feature_26 <= -0.93 | | | | | | | | | | |--- feature_6 <= 0.42 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_6 > 0.42 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | |--- feature_26 > -0.93 | | | | | | | | | | |--- feature_6 <= 0.05 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_6 > 0.05 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | |--- feature_1 > -0.05 | | | | | | | | |--- feature_26 <= 0.38 | | | | | | | | | |--- feature_8 <= -0.51 | | | | | | | | | | |--- feature_58 <= 0.31 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_58 > 0.31 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | |--- feature_8 > -0.51 | | | | | | | | | | |--- feature_5 <= -1.47 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_5 > -1.47 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | |--- feature_26 > 0.38 | | | | | | | | | |--- class: 1 | | | | |--- feature_27 > 1.05 | | | | | |--- feature_61 <= -0.18 | | | | | | |--- feature_7 <= -1.00 | | | | | | | |--- feature_26 <= -1.20 | | | | | | | | |--- feature_6 <= -1.25 | | | | | | | | | |--- feature_1 <= -0.06 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_1 > -0.06 | | | | | | | | | | |--- feature_58 <= 0.31 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_58 > 0.31 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_6 > -1.25 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_26 > -1.20 | | | | | | | | |--- feature_3 <= -1.70 | | | | | | | | | |--- feature_126 <= 2.33 | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_126 > 2.33 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_3 > -1.70 | | | | | | | | | |--- feature_26 <= 0.37 | | | | | | | | | | |--- feature_125 <= 3.13 | | | | | | | | | | | |--- truncated branch of depth 10 | | | | | | | | | | |--- feature_125 > 3.13 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_26 > 0.37 | | | | | | | | | | |--- class: 1 | | | | | | |--- feature_7 > -1.00 | | | | | | | |--- feature_26 <= -0.19 | | | | | | | | |--- feature_32 <= 0.72 | | | | | | | | | |--- feature_19 <= -1.10 | | | | | | | | | | |--- feature_129 <= 2.68 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_129 > 2.68 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_19 > -1.10 | | | | | | | | | | |--- feature_57 <= 0.40 | | | | | | | | | | | |--- truncated branch of depth 17 | | | | | | | | | | |--- feature_57 > 0.40 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_32 > 0.72 | | | | | | | | | |--- feature_1 <= 0.04 | | | | | | | | | | |--- feature_4 <= -1.04 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_4 > -1.04 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_1 > 0.04 | | | | | | | | | | |--- feature_105 <= 0.48 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_105 > 0.48 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | |--- feature_26 > -0.19 | | | | | | | | |--- feature_7 <= -0.79 | | | | | | | | | |--- feature_5 <= -0.12 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_5 > -0.12 | | | | | | | | | | |--- feature_19 <= -0.19 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_19 > -0.19 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_7 > -0.79 | | | | | | | | | |--- feature_30 <= 1.66 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_30 > 1.66 | | | | | | | | | | |--- feature_121 <= 0.88 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_121 > 0.88 | | | | | | | | | | | |--- class: 1 | | | | | |--- feature_61 > -0.18 | | | | | | |--- feature_3 <= 1.81 | | | | | | | |--- feature_1 <= -0.18 | | | | | | | | |--- feature_113 <= 2.61 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_113 > 2.61 | | | | | | | | | |--- feature_2 <= -0.65 | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_2 > -0.65 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_1 > -0.18 | | | | | | | | |--- feature_32 <= -2.81 | | | | | | | | | |--- feature_19 <= -0.34 | | | | | | | | | | |--- feature_1 <= -0.01 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_1 > -0.01 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_19 > -0.34 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_32 > -2.81 | | | | | | | | | |--- feature_27 <= 1.35 | | | | | | | | | | |--- feature_26 <= 0.00 | | | | | | | | | | | |--- truncated branch of depth 11 | | | | | | | | | | |--- feature_26 > 0.00 | | | | | | | | | | | |--- truncated branch of depth 20 | | | | | | | | | |--- feature_27 > 1.35 | | | | | | | | | | |--- feature_29 <= 2.80 | | | | | | | | | | | |--- truncated branch of depth 9 | | | | | | | | | | |--- feature_29 > 2.80 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | |--- feature_3 > 1.81 | | | | | | | |--- feature_3 <= 2.13 | | | | | | | | |--- feature_30 <= 0.02 | | | | | | | | | |--- feature_7 <= -2.19 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_7 > -2.19 | | | | | | | | | | |--- feature_82 <= 0.67 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_82 > 0.67 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_30 > 0.02 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_3 > 2.13 | | | | | | | | |--- feature_8 <= -2.35 | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_8 > -2.35 | | | | | | | | | |--- class: 0 | | | |--- feature_7 > -0.51 | | | | |--- feature_27 <= 0.59 | | | | | |--- feature_82 <= 0.67 | | | | | | |--- feature_62 <= 0.18 | | | | | | | |--- feature_6 <= -1.54 | | | | | | | | |--- feature_26 <= 0.27 | | | | | | | | | |--- feature_7 <= 0.97 | | | | | | | | | | |--- feature_165 <= 6.34 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | | | | |--- feature_165 > 6.34 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_7 > 0.97 | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_26 > 0.27 | | | | | | | | | |--- feature_8 <= -1.51 | | | | | | | | | | |--- feature_12 <= 0.56 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_12 > 0.56 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_8 > -1.51 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_6 > -1.54 | | | | | | | | |--- feature_27 <= 0.30 | | | | | | | | | |--- feature_57 <= 0.40 | | | | | | | | | | |--- feature_8 <= -1.47 | | | | | | | | | | | |--- truncated branch of depth 10 | | | | | | | | | | |--- feature_8 > -1.47 | | | | | | | | | | | |--- truncated branch of depth 43 | | | | | | | | | |--- feature_57 > 0.40 | | | | | | | | | | |--- feature_27 <= 0.07 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_27 > 0.07 | | | | | | | | | | | |--- truncated branch of depth 20 | | | | | | | | |--- feature_27 > 0.30 | | | | | | | | | |--- feature_26 <= -0.50 | | | | | | | | | | |--- feature_9 <= -0.64 | | | | | | | | | | | |--- truncated branch of depth 13 | | | | | | | | | | |--- feature_9 > -0.64 | | | | | | | | | | | |--- truncated branch of depth 31 | | | | | | | | | |--- feature_26 > -0.50 | | | | | | | | | | |--- feature_116 <= 0.92 | | | | | | | | | | | |--- truncated branch of depth 22 | | | | | | | | | | |--- feature_116 > 0.92 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | |--- feature_62 > 0.18 | | | | | | | |--- feature_65 <= 0.28 | | | | | | | | |--- feature_26 <= -0.81 | | | | | | | | | |--- feature_6 <= 1.66 | | | | | | | | | | |--- feature_58 <= 1.92 | | | | | | | | | | | |--- truncated branch of depth 18 | | | | | | | | | | |--- feature_58 > 1.92 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_6 > 1.66 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_26 > -0.81 | | | | | | | | | |--- feature_9 <= -1.08 | | | | | | | | | | |--- feature_6 <= -0.11 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_6 > -0.11 | | | | | | | | | | | |--- truncated branch of depth 10 | | | | | | | | | |--- feature_9 > -1.08 | | | | | | | | | | |--- feature_26 <= 0.36 | | | | | | | | | | | |--- truncated branch of depth 39 | | | | | | | | | | |--- feature_26 > 0.36 | | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_65 > 0.28 | | | | | | | | |--- feature_8 <= -1.57 | | | | | | | | | |--- feature_6 <= -2.10 | | | | | | | | | | |--- feature_105 <= 0.48 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_105 > 0.48 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_6 > -2.10 | | | | | | | | | | |--- feature_18 <= 0.85 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_18 > 0.85 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | |--- feature_8 > -1.57 | | | | | | | | | |--- feature_3 <= -0.81 | | | | | | | | | | |--- feature_31 <= 0.99 | | | | | | | | | | | |--- truncated branch of depth 30 | | | | | | | | | | |--- feature_31 > 0.99 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | | | |--- feature_3 > -0.81 | | | | | | | | | | |--- feature_7 <= 0.65 | | | | | | | | | | | |--- truncated branch of depth 33 | | | | | | | | | | |--- feature_7 > 0.65 | | | | | | | | | | | |--- truncated branch of depth 44 | | | | | |--- feature_82 > 0.67 | | | | | | |--- feature_6 <= 0.53 | | | | | | | |--- feature_9 <= -1.57 | | | | | | | | |--- feature_102 <= 10.35 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_102 > 10.35 | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_9 > -1.57 | | | | | | | | |--- feature_93 <= 2.50 | | | | | | | | | |--- feature_5 <= 0.05 | | | | | | | | | | |--- feature_7 <= -0.25 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_7 > -0.25 | | | | | | | | | | | |--- truncated branch of depth 27 | | | | | | | | | |--- feature_5 > 0.05 | | | | | | | | | | |--- feature_26 <= -0.58 | | | | | | | | | | | |--- truncated branch of depth 13 | | | | | | | | | | |--- feature_26 > -0.58 | | | | | | | | | | | |--- truncated branch of depth 16 | | | | | | | | |--- feature_93 > 2.50 | | | | | | | | | |--- feature_3 <= 0.51 | | | | | | | | | | |--- feature_32 <= 1.16 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_32 > 1.16 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_3 > 0.51 | | | | | | | | | | |--- class: 0 | | | | | | |--- feature_6 > 0.53 | | | | | | | |--- feature_26 <= -0.19 | | | | | | | | |--- feature_8 <= -0.13 | | | | | | | | | |--- feature_19 <= -0.80 | | | | | | | | | | |--- feature_4 <= -0.77 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_4 > -0.77 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_19 > -0.80 | | | | | | | | | | |--- feature_71 <= 9.36 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_71 > 9.36 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | |--- feature_8 > -0.13 | | | | | | | | | |--- feature_27 <= 0.47 | | | | | | | | | | |--- feature_8 <= 1.36 | | | | | | | | | | | |--- truncated branch of depth 24 | | | | | | | | | | |--- feature_8 > 1.36 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_27 > 0.47 | | | | | | | | | | |--- feature_8 <= 1.28 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_8 > 1.28 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | |--- feature_26 > -0.19 | | | | | | | | |--- feature_9 <= 1.48 | | | | | | | | | |--- feature_19 <= -2.02 | | | | | | | | | | |--- feature_6 <= 1.03 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_6 > 1.03 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_19 > -2.02 | | | | | | | | | | |--- feature_29 <= 2.80 | | | | | | | | | | | |--- truncated branch of depth 8 | | | | | | | | | | |--- feature_29 > 2.80 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | |--- feature_9 > 1.48 | | | | | | | | | |--- feature_9 <= 1.62 | | | | | | | | | | |--- feature_2 <= -0.17 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_2 > -0.17 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_9 > 1.62 | | | | | | | | | | |--- class: 0 | | | | |--- feature_27 > 0.59 | | | | | |--- feature_82 <= 0.67 | | | | | | |--- feature_6 <= 0.20 | | | | | | | |--- feature_62 <= 0.18 | | | | | | | | |--- feature_2 <= -0.89 | | | | | | | | | |--- feature_57 <= 0.40 | | | | | | | | | | |--- feature_7 <= 0.57 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | | |--- feature_7 > 0.57 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | |--- feature_57 > 0.40 | | | | | | | | | | |--- feature_121 <= 0.88 | | | | | | | | | | | |--- truncated branch of depth 9 | | | | | | | | | | |--- feature_121 > 0.88 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | |--- feature_2 > -0.89 | | | | | | | | | |--- feature_32 <= -1.23 | | | | | | | | | | |--- feature_2 <= 1.37 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | | |--- feature_2 > 1.37 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | | | |--- feature_32 > -1.23 | | | | | | | | | | |--- feature_27 <= 1.29 | | | | | | | | | | | |--- truncated branch of depth 33 | | | | | | | | | | |--- feature_27 > 1.29 | | | | | | | | | | | |--- truncated branch of depth 20 | | | | | | | |--- feature_62 > 0.18 | | | | | | | | |--- feature_26 <= -0.81 | | | | | | | | | |--- feature_87 <= -0.31 | | | | | | | | | | |--- feature_155 <= 2.00 | | | | | | | | | | | |--- truncated branch of depth 22 | | | | | | | | | | |--- feature_155 > 2.00 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_87 > -0.31 | | | | | | | | | | |--- feature_1 <= 0.00 | | | | | | | | | | | |--- truncated branch of depth 17 | | | | | | | | | | |--- feature_1 > 0.00 | | | | | | | | | | | |--- truncated branch of depth 8 | | | | | | | | |--- feature_26 > -0.81 | | | | | | | | | |--- feature_5 <= -0.84 | | | | | | | | | | |--- feature_3 <= 1.49 | | | | | | | | | | | |--- truncated branch of depth 14 | | | | | | | | | | |--- feature_3 > 1.49 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_5 > -0.84 | | | | | | | | | | |--- feature_18 <= 0.85 | | | | | | | | | | | |--- truncated branch of depth 36 | | | | | | | | | | |--- feature_18 > 0.85 | | | | | | | | | | | |--- truncated branch of depth 22 | | | | | | |--- feature_6 > 0.20 | | | | | | | |--- feature_2 <= -0.97 | | | | | | | | |--- feature_119 <= 0.90 | | | | | | | | | |--- feature_19 <= 0.12 | | | | | | | | | | |--- feature_9 <= -0.57 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_9 > -0.57 | | | | | | | | | | | |--- truncated branch of depth 16 | | | | | | | | | |--- feature_19 > 0.12 | | | | | | | | | | |--- feature_4 <= -1.10 | | | | | | | | | | | |--- truncated branch of depth 15 | | | | | | | | | | |--- feature_4 > -1.10 | | | | | | | | | | | |--- truncated branch of depth 10 | | | | | | | | |--- feature_119 > 0.90 | | | | | | | | | |--- feature_26 <= -0.33 | | | | | | | | | | |--- feature_5 <= -0.40 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_5 > -0.40 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_26 > -0.33 | | | | | | | | | | |--- feature_9 <= -0.90 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_9 > -0.90 | | | | | | | | | | | |--- truncated branch of depth 17 | | | | | | | |--- feature_2 > -0.97 | | | | | | | | |--- feature_4 <= -0.23 | | | | | | | | | |--- feature_7 <= 0.64 | | | | | | | | | | |--- feature_2 <= -0.16 | | | | | | | | | | | |--- truncated branch of depth 24 | | | | | | | | | | |--- feature_2 > -0.16 | | | | | | | | | | | |--- truncated branch of depth 25 | | | | | | | | | |--- feature_7 > 0.64 | | | | | | | | | | |--- feature_3 <= -1.10 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_3 > -1.10 | | | | | | | | | | | |--- truncated branch of depth 36 | | | | | | | | |--- feature_4 > -0.23 | | | | | | | | | |--- feature_6 <= 1.16 | | | | | | | | | | |--- feature_86 <= 1.26 | | | | | | | | | | | |--- truncated branch of depth 34 | | | | | | | | | | |--- feature_86 > 1.26 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | |--- feature_6 > 1.16 | | | | | | | | | | |--- feature_3 <= 0.76 | | | | | | | | | | | |--- truncated branch of depth 9 | | | | | | | | | | |--- feature_3 > 0.76 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | |--- feature_82 > 0.67 | | | | | | |--- feature_26 <= -0.96 | | | | | | | |--- feature_7 <= 0.64 | | | | | | | | |--- feature_2 <= -0.15 | | | | | | | | | |--- feature_6 <= 1.63 | | | | | | | | | | |--- feature_5 <= -1.37 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_5 > -1.37 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_6 > 1.63 | | | | | | | | | | |--- feature_60 <= 1.53 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_60 > 1.53 | | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_2 > -0.15 | | | | | | | | | |--- feature_8 <= -0.58 | | | | | | | | | | |--- feature_5 <= -0.05 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_5 > -0.05 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_8 > -0.58 | | | | | | | | | | |--- feature_32 <= 0.62 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_32 > 0.62 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | |--- feature_7 > 0.64 | | | | | | | | |--- feature_8 <= -0.80 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_8 > -0.80 | | | | | | | | | |--- feature_27 <= 0.70 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_27 > 0.70 | | | | | | | | | | |--- feature_117 <= 1.22 | | | | | | | | | | | |--- truncated branch of depth 10 | | | | | | | | | | |--- feature_117 > 1.22 | | | | | | | | | | | |--- class: 0 | | | | | | |--- feature_26 > -0.96 | | | | | | | |--- feature_27 <= 1.03 | | | | | | | | |--- feature_3 <= -1.06 | | | | | | | | | |--- feature_9 <= 0.60 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_9 > 0.60 | | | | | | | | | | |--- feature_19 <= -0.19 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_19 > -0.19 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_3 > -1.06 | | | | | | | | | |--- feature_1 <= 0.12 | | | | | | | | | | |--- feature_58 <= -0.77 | | | | | | | | | | | |--- truncated branch of depth 10 | | | | | | | | | | |--- feature_58 > -0.77 | | | | | | | | | | | |--- truncated branch of depth 20 | | | | | | | | | |--- feature_1 > 0.12 | | | | | | | | | | |--- feature_27 <= 0.67 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_27 > 0.67 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | |--- feature_27 > 1.03 | | | | | | | | |--- feature_6 <= -2.19 | | | | | | | | | |--- feature_32 <= 0.54 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_32 > 0.54 | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_6 > -2.19 | | | | | | | | | |--- feature_56 <= 0.26 | | | | | | | | | | |--- feature_29 <= 2.80 | | | | | | | | | | | |--- truncated branch of depth 15 | | | | | | | | | | |--- feature_29 > 2.80 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_56 > 0.26 | | | | | | | | | | |--- feature_5 <= 0.14 | | | | | | | | | | | |--- truncated branch of depth 8 | | | | | | | | | | |--- feature_5 > 0.14 | | | | | | | | | | | |--- class: 0 | |--- feature_26 > 0.38 | | |--- feature_26 <= 0.90 | | | |--- feature_7 <= 0.41 | | | | |--- feature_27 <= 1.10 | | | | | |--- feature_3 <= -0.32 | | | | | | |--- feature_82 <= 0.67 | | | | | | | |--- feature_27 <= 0.25 | | | | | | | | |--- feature_4 <= -0.16 | | | | | | | | | |--- feature_8 <= 0.74 | | | | | | | | | | |--- feature_9 <= 1.11 | | | | | | | | | | | |--- truncated branch of depth 24 | | | | | | | | | | |--- feature_9 > 1.11 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_8 > 0.74 | | | | | | | | | | |--- feature_97 <= 2.37 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | | |--- feature_97 > 2.37 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | |--- feature_4 > -0.16 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_27 > 0.25 | | | | | | | | |--- feature_164 <= 0.90 | | | | | | | | | |--- feature_3 <= -0.73 | | | | | | | | | | |--- feature_29 <= 6.98 | | | | | | | | | | | |--- truncated branch of depth 18 | | | | | | | | | | |--- feature_29 > 6.98 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_3 > -0.73 | | | | | | | | | | |--- feature_31 <= 0.99 | | | | | | | | | | | |--- truncated branch of depth 11 | | | | | | | | | | |--- feature_31 > 0.99 | | | | | | | | | | | |--- truncated branch of depth 10 | | | | | | | | |--- feature_164 > 0.90 | | | | | | | | | |--- feature_32 <= 0.46 | | | | | | | | | | |--- feature_5 <= -0.12 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | | |--- feature_5 > -0.12 | | | | | | | | | | | |--- truncated branch of depth 18 | | | | | | | | | |--- feature_32 > 0.46 | | | | | | | | | | |--- feature_22 <= 2.15 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_22 > 2.15 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | |--- feature_82 > 0.67 | | | | | | | |--- feature_26 <= 0.90 | | | | | | | | |--- feature_25 <= 0.64 | | | | | | | | | |--- feature_7 <= -4.55 | | | | | | | | | | |--- feature_107 <= 1.40 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_107 > 1.40 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_7 > -4.55 | | | | | | | | | | |--- feature_30 <= 2.07 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_30 > 2.07 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | |--- feature_25 > 0.64 | | | | | | | | | |--- feature_7 <= 0.02 | | | | | | | | | | |--- feature_9 <= -1.49 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_9 > -1.49 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_7 > 0.02 | | | | | | | | | | |--- feature_2 <= -0.86 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_2 > -0.86 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | |--- feature_26 > 0.90 | | | | | | | | |--- feature_9 <= -0.30 | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_9 > -0.30 | | | | | | | | | |--- class: 0 | | | | | |--- feature_3 > -0.32 | | | | | | |--- feature_4 <= 0.33 | | | | | | | |--- feature_2 <= -0.46 | | | | | | | | |--- feature_27 <= 0.99 | | | | | | | | | |--- feature_7 <= 0.29 | | | | | | | | | | |--- feature_98 <= 3.20 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_98 > 3.20 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_7 > 0.29 | | | | | | | | | | |--- feature_3 <= -0.15 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_3 > -0.15 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_27 > 0.99 | | | | | | | | | |--- feature_8 <= 0.99 | | | | | | | | | | |--- feature_6 <= -0.36 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_6 > -0.36 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_8 > 0.99 | | | | | | | | | | |--- feature_31 <= 0.99 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_31 > 0.99 | | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_2 > -0.46 | | | | | | | | |--- feature_4 <= -0.23 | | | | | | | | | |--- feature_29 <= 2.80 | | | | | | | | | | |--- feature_19 <= 1.65 | | | | | | | | | | | |--- truncated branch of depth 28 | | | | | | | | | | |--- feature_19 > 1.65 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_29 > 2.80 | | | | | | | | | | |--- feature_105 <= 0.48 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_105 > 0.48 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_4 > -0.23 | | | | | | | | | |--- feature_2 <= -0.02 | | | | | | | | | | |--- feature_7 <= 0.25 | | | | | | | | | | | |--- truncated branch of depth 11 | | | | | | | | | | |--- feature_7 > 0.25 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | | | |--- feature_2 > -0.02 | | | | | | | | | | |--- feature_6 <= -1.08 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_6 > -1.08 | | | | | | | | | | | |--- truncated branch of depth 25 | | | | | | |--- feature_4 > 0.33 | | | | | | | |--- feature_27 <= 0.24 | | | | | | | | |--- feature_100 <= 1.18 | | | | | | | | | |--- feature_152 <= 2.17 | | | | | | | | | | |--- feature_138 <= 4.85 | | | | | | | | | | | |--- truncated branch of depth 22 | | | | | | | | | | |--- feature_138 > 4.85 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_152 > 2.17 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_100 > 1.18 | | | | | | | | | |--- feature_57 <= 2.05 | | | | | | | | | | |--- feature_175 <= 5.06 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_175 > 5.06 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_57 > 2.05 | | | | | | | | | | |--- feature_32 <= 0.61 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_32 > 0.61 | | | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_27 > 0.24 | | | | | | | | |--- feature_5 <= -0.72 | | | | | | | | | |--- feature_34 <= -0.72 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_34 > -0.72 | | | | | | | | | | |--- feature_8 <= -0.20 | | | | | | | | | | | |--- truncated branch of depth 9 | | | | | | | | | | |--- feature_8 > -0.20 | | | | | | | | | | | |--- truncated branch of depth 17 | | | | | | | | |--- feature_5 > -0.72 | | | | | | | | | |--- feature_125 <= 3.13 | | | | | | | | | | |--- feature_100 <= 1.18 | | | | | | | | | | | |--- truncated branch of depth 26 | | | | | | | | | | |--- feature_100 > 1.18 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | | | |--- feature_125 > 3.13 | | | | | | | | | | |--- feature_2 <= 1.18 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | | |--- feature_2 > 1.18 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | |--- feature_27 > 1.10 | | | | | |--- feature_82 <= 0.67 | | | | | | |--- feature_30 <= 2.48 | | | | | | | |--- feature_8 <= 1.34 | | | | | | | | |--- feature_3 <= -1.09 | | | | | | | | | |--- feature_29 <= 4.89 | | | | | | | | | | |--- feature_99 <= 2.73 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | | | | |--- feature_99 > 2.73 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_29 > 4.89 | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_3 > -1.09 | | | | | | | | | |--- feature_58 <= -0.23 | | | | | | | | | | |--- feature_160 <= 5.37 | | | | | | | | | | | |--- truncated branch of depth 26 | | | | | | | | | | |--- feature_160 > 5.37 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_58 > -0.23 | | | | | | | | | | |--- feature_89 <= 0.94 | | | | | | | | | | | |--- truncated branch of depth 25 | | | | | | | | | | |--- feature_89 > 0.94 | | | | | | | | | | | |--- truncated branch of depth 11 | | | | | | | |--- feature_8 > 1.34 | | | | | | | | |--- feature_6 <= 0.02 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_6 > 0.02 | | | | | | | | | |--- feature_34 <= -0.72 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_34 > -0.72 | | | | | | | | | | |--- feature_9 <= -1.06 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_9 > -1.06 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | |--- feature_30 > 2.48 | | | | | | | |--- feature_28 <= 3.66 | | | | | | | | |--- feature_2 <= -0.74 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_2 > -0.74 | | | | | | | | | |--- feature_27 <= 1.35 | | | | | | | | | | |--- feature_1 <= 0.07 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_1 > 0.07 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_27 > 1.35 | | | | | | | | | | |--- feature_31 <= 6.10 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_31 > 6.10 | | | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_28 > 3.66 | | | | | | | | |--- feature_1 <= -0.12 | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_1 > -0.12 | | | | | | | | | |--- class: 0 | | | | | |--- feature_82 > 0.67 | | | | | | |--- feature_129 <= 2.68 | | | | | | | |--- feature_27 <= 1.94 | | | | | | | | |--- feature_159 <= 32.05 | | | | | | | | | |--- feature_58 <= 3.00 | | | | | | | | | | |--- feature_27 <= 1.45 | | | | | | | | | | | |--- truncated branch of depth 10 | | | | | | | | | | |--- feature_27 > 1.45 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_58 > 3.00 | | | | | | | | | | |--- feature_3 <= 1.45 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_3 > 1.45 | | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_159 > 32.05 | | | | | | | | | |--- feature_27 <= 1.59 | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_27 > 1.59 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_27 > 1.94 | | | | | | | | |--- feature_105 <= 0.48 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_105 > 0.48 | | | | | | | | | |--- feature_87 <= -0.31 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_87 > -0.31 | | | | | | | | | | |--- class: 1 | | | | | | |--- feature_129 > 2.68 | | | | | | | |--- feature_1 <= -0.04 | | | | | | | | |--- feature_87 <= -0.31 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_87 > -0.31 | | | | | | | | | |--- feature_5 <= -1.12 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_5 > -1.12 | | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_1 > -0.04 | | | | | | | | |--- feature_2 <= -0.17 | | | | | | | | | |--- feature_15 <= 1.81 | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_15 > 1.81 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_2 > -0.17 | | | | | | | | | |--- class: 0 | | | |--- feature_7 > 0.41 | | | | |--- feature_85 <= -0.52 | | | | | |--- feature_64 <= -0.28 | | | | | | |--- feature_9 <= 0.32 | | | | | | | |--- feature_8 <= -1.16 | | | | | | | | |--- feature_27 <= 0.67 | | | | | | | | | |--- feature_39 <= 1.40 | | | | | | | | | | |--- feature_8 <= -1.80 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_8 > -1.80 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | |--- feature_39 > 1.40 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_27 > 0.67 | | | | | | | | | |--- feature_177 <= 3.27 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_177 > 3.27 | | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_8 > -1.16 | | | | | | | | |--- feature_9 <= 0.31 | | | | | | | | | |--- feature_27 <= -0.00 | | | | | | | | | | |--- feature_32 <= -0.01 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_32 > -0.01 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_27 > -0.00 | | | | | | | | | | |--- feature_32 <= -0.79 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_32 > -0.79 | | | | | | | | | | | |--- truncated branch of depth 9 | | | | | | | | |--- feature_9 > 0.31 | | | | | | | | | |--- feature_30 <= -0.39 | | | | | | | | | | |--- feature_82 <= 0.67 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_82 > 0.67 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_30 > -0.39 | | | | | | | | | | |--- class: 0 | | | | | | |--- feature_9 > 0.32 | | | | | | | |--- feature_122 <= 12.46 | | | | | | | | |--- feature_32 <= -2.17 | | | | | | | | | |--- feature_26 <= 0.74 | | | | | | | | | | |--- feature_0 <= -0.03 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_0 > -0.03 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_26 > 0.74 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_32 > -2.17 | | | | | | | | | |--- feature_154 <= 12.49 | | | | | | | | | | |--- feature_93 <= 2.50 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_93 > 2.50 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_154 > 12.49 | | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_122 > 12.46 | | | | | | | | |--- class: 1 | | | | | |--- feature_64 > -0.28 | | | | | | |--- feature_7 <= 0.95 | | | | | | | |--- feature_6 <= 1.50 | | | | | | | | |--- feature_24 <= 0.43 | | | | | | | | | |--- feature_39 <= 1.40 | | | | | | | | | | |--- feature_6 <= 1.48 | | | | | | | | | | | |--- truncated branch of depth 12 | | | | | | | | | | |--- feature_6 > 1.48 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_39 > 1.40 | | | | | | | | | | |--- feature_87 <= -0.31 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_87 > -0.31 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | |--- feature_24 > 0.43 | | | | | | | | | |--- feature_8 <= -0.50 | | | | | | | | | | |--- feature_56 <= 3.10 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_56 > 3.10 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_8 > -0.50 | | | | | | | | | | |--- feature_3 <= -0.84 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_3 > -0.84 | | | | | | | | | | | |--- truncated branch of depth 23 | | | | | | | |--- feature_6 > 1.50 | | | | | | | | |--- class: 0 | | | | | | |--- feature_7 > 0.95 | | | | | | | |--- feature_6 <= 0.95 | | | | | | | | |--- feature_8 <= -0.70 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_8 > -0.70 | | | | | | | | | |--- feature_59 <= -1.53 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_59 > -1.53 | | | | | | | | | | |--- feature_7 <= 0.96 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_7 > 0.96 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | |--- feature_6 > 0.95 | | | | | | | | |--- class: 0 | | | | |--- feature_85 > -0.52 | | | | | |--- feature_23 <= 1.31 | | | | | | |--- feature_61 <= -0.18 | | | | | | | |--- feature_65 <= 0.28 | | | | | | | | |--- feature_56 <= 1.40 | | | | | | | | | |--- feature_6 <= 1.61 | | | | | | | | | | |--- feature_27 <= 1.25 | | | | | | | | | | | |--- truncated branch of depth 26 | | | | | | | | | | |--- feature_27 > 1.25 | | | | | | | | | | | |--- truncated branch of depth 10 | | | | | | | | | |--- feature_6 > 1.61 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_56 > 1.40 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_65 > 0.28 | | | | | | | | |--- feature_5 <= -0.96 | | | | | | | | | |--- feature_2 <= -0.05 | | | | | | | | | | |--- feature_4 <= -1.05 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_4 > -1.05 | | | | | | | | | | | |--- truncated branch of depth 21 | | | | | | | | | |--- feature_2 > -0.05 | | | | | | | | | | |--- feature_27 <= 0.35 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_27 > 0.35 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_5 > -0.96 | | | | | | | | | |--- feature_2 <= -0.85 | | | | | | | | | | |--- feature_115 <= 0.90 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_115 > 0.90 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | |--- feature_2 > -0.85 | | | | | | | | | | |--- feature_32 <= 1.14 | | | | | | | | | | | |--- truncated branch of depth 24 | | | | | | | | | | |--- feature_32 > 1.14 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | |--- feature_61 > -0.18 | | | | | | | |--- feature_6 <= -1.01 | | | | | | | | |--- feature_27 <= -0.15 | | | | | | | | | |--- feature_27 <= -0.16 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_27 > -0.16 | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_27 > -0.15 | | | | | | | | | |--- feature_92 <= -1.08 | | | | | | | | | | |--- feature_19 <= 0.12 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_19 > 0.12 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_92 > -1.08 | | | | | | | | | | |--- feature_120 <= 0.87 | | | | | | | | | | | |--- truncated branch of depth 8 | | | | | | | | | | |--- feature_120 > 0.87 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | |--- feature_6 > -1.01 | | | | | | | | |--- feature_32 <= 0.53 | | | | | | | | | |--- feature_6 <= -0.99 | | | | | | | | | | |--- feature_14 <= 0.53 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_14 > 0.53 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_6 > -0.99 | | | | | | | | | | |--- feature_8 <= 0.33 | | | | | | | | | | | |--- truncated branch of depth 39 | | | | | | | | | | |--- feature_8 > 0.33 | | | | | | | | | | | |--- truncated branch of depth 21 | | | | | | | | |--- feature_32 > 0.53 | | | | | | | | | |--- feature_6 <= -0.73 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_6 > -0.73 | | | | | | | | | | |--- feature_2 <= -1.12 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_2 > -1.12 | | | | | | | | | | | |--- truncated branch of depth 23 | | | | | |--- feature_23 > 1.31 | | | | | | |--- feature_4 <= 1.13 | | | | | | | |--- feature_9 <= 1.61 | | | | | | | | |--- feature_26 <= 0.88 | | | | | | | | | |--- feature_19 <= 1.65 | | | | | | | | | | |--- feature_3 <= 0.13 | | | | | | | | | | | |--- truncated branch of depth 21 | | | | | | | | | | |--- feature_3 > 0.13 | | | | | | | | | | | |--- truncated branch of depth 23 | | | | | | | | | |--- feature_19 > 1.65 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_26 > 0.88 | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_9 > 1.61 | | | | | | | | |--- class: 0 | | | | | | |--- feature_4 > 1.13 | | | | | | | |--- class: 0 | | |--- feature_26 > 0.90 | | | |--- feature_27 <= 0.16 | | | | |--- feature_7 <= -1.28 | | | | | |--- feature_8 <= 1.34 | | | | | | |--- feature_84 <= 4.75 | | | | | | | |--- feature_1 <= 0.73 | | | | | | | | |--- feature_96 <= 1.78 | | | | | | | | | |--- feature_133 <= 2.45 | | | | | | | | | | |--- feature_150 <= 2.80 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_150 > 2.80 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_133 > 2.45 | | | | | | | | | | |--- feature_27 <= -0.13 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_27 > -0.13 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_96 > 1.78 | | | | | | | | | |--- feature_1 <= 0.01 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_1 > 0.01 | | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_1 > 0.73 | | | | | | | | |--- feature_57 <= 0.40 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_57 > 0.40 | | | | | | | | | |--- class: 1 | | | | | | |--- feature_84 > 4.75 | | | | | | | |--- feature_32 <= -0.78 | | | | | | | | |--- class: 1 | | | | | | | |--- feature_32 > -0.78 | | | | | | | | |--- class: 0 | | | | | |--- feature_8 > 1.34 | | | | | | |--- feature_8 <= 1.34 | | | | | | | |--- class: 1 | | | | | | |--- feature_8 > 1.34 | | | | | | | |--- class: 0 | | | | |--- feature_7 > -1.28 | | | | | |--- feature_85 <= -0.52 | | | | | | |--- feature_32 <= 0.83 | | | | | | | |--- feature_2 <= -0.94 | | | | | | | | |--- feature_65 <= 0.28 | | | | | | | | | |--- feature_6 <= -1.19 | | | | | | | | | | |--- feature_32 <= 0.27 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_32 > 0.27 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_6 > -1.19 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_65 > 0.28 | | | | | | | | | |--- feature_1 <= -0.03 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_1 > -0.03 | | | | | | | | | | |--- feature_92 <= -1.08 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_92 > -1.08 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | |--- feature_2 > -0.94 | | | | | | | | |--- feature_17 <= 0.81 | | | | | | | | | |--- feature_1 <= -0.08 | | | | | | | | | | |--- feature_62 <= 0.18 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | | |--- feature_62 > 0.18 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_1 > -0.08 | | | | | | | | | | |--- feature_21 <= 1.87 | | | | | | | | | | | |--- truncated branch of depth 13 | | | | | | | | | | |--- feature_21 > 1.87 | | | | | | | | | | | |--- truncated branch of depth 10 | | | | | | | | |--- feature_17 > 0.81 | | | | | | | | | |--- feature_6 <= 0.61 | | | | | | | | | | |--- feature_27 <= -0.12 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_27 > -0.12 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_6 > 0.61 | | | | | | | | | | |--- feature_5 <= -0.91 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_5 > -0.91 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | |--- feature_32 > 0.83 | | | | | | | |--- class: 0 | | | | | |--- feature_85 > -0.52 | | | | | | |--- feature_56 <= 1.40 | | | | | | | |--- feature_58 <= -0.77 | | | | | | | | |--- feature_26 <= 1.18 | | | | | | | | | |--- feature_25 <= 0.64 | | | | | | | | | | |--- feature_5 <= -0.74 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_5 > -0.74 | | | | | | | | | | | |--- truncated branch of depth 16 | | | | | | | | | |--- feature_25 > 0.64 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_26 > 1.18 | | | | | | | | | |--- feature_176 <= 5.80 | | | | | | | | | | |--- feature_18 <= 0.85 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_18 > 0.85 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_176 > 5.80 | | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_58 > -0.77 | | | | | | | | |--- feature_62 <= 0.18 | | | | | | | | | |--- feature_19 <= 0.73 | | | | | | | | | | |--- feature_27 <= -0.06 | | | | | | | | | | | |--- truncated branch of depth 18 | | | | | | | | | | |--- feature_27 > -0.06 | | | | | | | | | | | |--- truncated branch of depth 9 | | | | | | | | | |--- feature_19 > 0.73 | | | | | | | | | | |--- feature_26 <= 0.91 | | | | | | | | | | | |--- class: 1 | | | | | | | | | | |--- feature_26 > 0.91 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | |--- feature_62 > 0.18 | | | | | | | | | |--- feature_1 <= -0.00 | | | | | | | | | | |--- feature_19 <= -0.80 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | | |--- feature_19 > -0.80 | | | | | | | | | | | |--- truncated branch of depth 21 | | | | | | | | | |--- feature_1 > -0.00 | | | | | | | | | | |--- feature_5 <= 0.14 | | | | | | | | | | | |--- truncated branch of depth 19 | | | | | | | | | | |--- feature_5 > 0.14 | | | | | | | | | | | |--- truncated branch of depth 9 | | | | | | |--- feature_56 > 1.40 | | | | | | | |--- feature_1 <= -0.13 | | | | | | | | |--- class: 1 | | | | | | | |--- feature_1 > -0.13 | | | | | | | | |--- class: 0 | | | |--- feature_27 > 0.16 | | | | |--- feature_7 <= 0.33 | | | | | |--- feature_26 <= 1.27 | | | | | | |--- feature_1 <= 0.08 | | | | | | | |--- feature_61 <= -0.18 | | | | | | | | |--- feature_29 <= 0.71 | | | | | | | | | |--- feature_27 <= 1.00 | | | | | | | | | | |--- feature_32 <= 1.16 | | | | | | | | | | | |--- truncated branch of depth 20 | | | | | | | | | | |--- feature_32 > 1.16 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | | | |--- feature_27 > 1.00 | | | | | | | | | | |--- feature_23 <= 1.31 | | | | | | | | | | | |--- truncated branch of depth 19 | | | | | | | | | | |--- feature_23 > 1.31 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | | |--- feature_29 > 0.71 | | | | | | | | | |--- feature_56 <= 0.26 | | | | | | | | | | |--- feature_9 <= -1.22 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_9 > -1.22 | | | | | | | | | | | |--- truncated branch of depth 10 | | | | | | | | | |--- feature_56 > 0.26 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_61 > -0.18 | | | | | | | | |--- feature_2 <= 0.57 | | | | | | | | | |--- feature_6 <= -1.05 | | | | | | | | | | |--- feature_30 <= 4.12 | | | | | | | | | | | |--- truncated branch of depth 8 | | | | | | | | | | |--- feature_30 > 4.12 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_6 > -1.05 | | | | | | | | | | |--- feature_27 <= 1.02 | | | | | | | | | | | |--- truncated branch of depth 33 | | | | | | | | | | |--- feature_27 > 1.02 | | | | | | | | | | | |--- truncated branch of depth 12 | | | | | | | | |--- feature_2 > 0.57 | | | | | | | | | |--- feature_9 <= -1.04 | | | | | | | | | | |--- feature_26 <= 1.26 | | | | | | | | | | | |--- truncated branch of depth 5 | | | | | | | | | | |--- feature_26 > 1.26 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_9 > -1.04 | | | | | | | | | | |--- feature_5 <= -0.99 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_5 > -0.99 | | | | | | | | | | | |--- truncated branch of depth 16 | | | | | | |--- feature_1 > 0.08 | | | | | | | |--- feature_26 <= 1.27 | | | | | | | | |--- feature_4 <= 1.40 | | | | | | | | | |--- feature_7 <= -0.75 | | | | | | | | | | |--- feature_158 <= 12.20 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | | |--- feature_158 > 12.20 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_7 > -0.75 | | | | | | | | | | |--- feature_2 <= 1.39 | | | | | | | | | | | |--- truncated branch of depth 12 | | | | | | | | | | |--- feature_2 > 1.39 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | |--- feature_4 > 1.40 | | | | | | | | | |--- feature_94 <= 5.48 | | | | | | | | | | |--- feature_149 <= 10.94 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_149 > 10.94 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_94 > 5.48 | | | | | | | | | | |--- feature_19 <= 1.65 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_19 > 1.65 | | | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_26 > 1.27 | | | | | | | | |--- class: 1 | | | | | |--- feature_26 > 1.27 | | | | | | |--- feature_27 <= 0.63 | | | | | | | |--- feature_105 <= 0.48 | | | | | | | | |--- feature_84 <= 4.75 | | | | | | | | | |--- feature_29 <= 6.98 | | | | | | | | | | |--- feature_7 <= 0.24 | | | | | | | | | | | |--- truncated branch of depth 9 | | | | | | | | | | |--- feature_7 > 0.24 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | |--- feature_29 > 6.98 | | | | | | | | | | |--- class: 1 | | | | | | | | |--- feature_84 > 4.75 | | | | | | | | | |--- feature_27 <= 0.43 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_27 > 0.43 | | | | | | | | | | |--- class: 1 | | | | | | | |--- feature_105 > 0.48 | | | | | | | | |--- feature_4 <= 0.40 | | | | | | | | | |--- feature_5 <= -0.86 | | | | | | | | | | |--- feature_7 <= -0.23 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_7 > -0.23 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_5 > -0.86 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_4 > 0.40 | | | | | | | | | |--- feature_8 <= -0.02 | | | | | | | | | | |--- feature_5 <= 1.13 | | | | | | | | | | | |--- truncated branch of depth 15 | | | | | | | | | | |--- feature_5 > 1.13 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_8 > -0.02 | | | | | | | | | | |--- class: 0 | | | | | | |--- feature_27 > 0.63 | | | | | | | |--- feature_32 <= -3.68 | | | | | | | | |--- class: 1 | | | | | | | |--- feature_32 > -3.68 | | | | | | | | |--- feature_3 <= -1.45 | | | | | | | | | |--- feature_8 <= -1.23 | | | | | | | | | | |--- feature_6 <= -0.51 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_6 > -0.51 | | | | | | | | | | | |--- class: 1 | | | | | | | | | |--- feature_8 > -1.23 | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_3 > -1.45 | | | | | | | | | |--- feature_27 <= 1.40 | | | | | | | | | | |--- feature_165 <= 6.34 | | | | | | | | | | | |--- truncated branch of depth 13 | | | | | | | | | | |--- feature_165 > 6.34 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_27 > 1.40 | | | | | | | | | | |--- feature_34 <= -0.72 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_34 > -0.72 | | | | | | | | | | | |--- truncated branch of depth 11 | | | | |--- feature_7 > 0.33 | | | | | |--- feature_19 <= -1.41 | | | | | | |--- feature_12 <= 0.56 | | | | | | | |--- feature_6 <= 0.70 | | | | | | | | |--- feature_7 <= 0.80 | | | | | | | | | |--- feature_101 <= 1.35 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_101 > 1.35 | | | | | | | | | | |--- feature_115 <= 0.90 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_115 > 0.90 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | |--- feature_7 > 0.80 | | | | | | | | | |--- feature_2 <= 1.23 | | | | | | | | | | |--- feature_5 <= -0.60 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_5 > -0.60 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_2 > 1.23 | | | | | | | | | | |--- feature_27 <= 1.18 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_27 > 1.18 | | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_6 > 0.70 | | | | | | | | |--- feature_5 <= -1.17 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_5 > -1.17 | | | | | | | | | |--- feature_7 <= 0.61 | | | | | | | | | | |--- feature_92 <= -1.08 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_92 > -1.08 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_7 > 0.61 | | | | | | | | | | |--- feature_8 <= 1.38 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_8 > 1.38 | | | | | | | | | | | |--- class: 1 | | | | | | |--- feature_12 > 0.56 | | | | | | | |--- feature_27 <= 1.51 | | | | | | | | |--- feature_19 <= -2.63 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_19 > -2.63 | | | | | | | | | |--- feature_118 <= 2.00 | | | | | | | | | | |--- feature_121 <= 0.88 | | | | | | | | | | | |--- truncated branch of depth 9 | | | | | | | | | | |--- feature_121 > 0.88 | | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_118 > 2.00 | | | | | | | | | | |--- class: 0 | | | | | | | |--- feature_27 > 1.51 | | | | | | | | |--- class: 0 | | | | | |--- feature_19 > -1.41 | | | | | | |--- feature_1 <= 0.03 | | | | | | | |--- feature_2 <= -0.75 | | | | | | | | |--- feature_87 <= -0.31 | | | | | | | | | |--- feature_101 <= 1.35 | | | | | | | | | | |--- feature_7 <= 0.33 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_7 > 0.33 | | | | | | | | | | | |--- truncated branch of depth 15 | | | | | | | | | |--- feature_101 > 1.35 | | | | | | | | | | |--- feature_6 <= -0.94 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_6 > -0.94 | | | | | | | | | | | |--- truncated branch of depth 7 | | | | | | | | |--- feature_87 > -0.31 | | | | | | | | | |--- feature_133 <= 2.45 | | | | | | | | | | |--- feature_56 <= 2.53 | | | | | | | | | | | |--- truncated branch of depth 11 | | | | | | | | | | |--- feature_56 > 2.53 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | | | |--- feature_133 > 2.45 | | | | | | | | | | |--- feature_8 <= 1.15 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_8 > 1.15 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | |--- feature_2 > -0.75 | | | | | | | | |--- feature_26 <= 1.25 | | | | | | | | | |--- feature_7 <= 0.90 | | | | | | | | | | |--- feature_105 <= 0.48 | | | | | | | | | | | |--- truncated branch of depth 17 | | | | | | | | | | |--- feature_105 > 0.48 | | | | | | | | | | | |--- truncated branch of depth 20 | | | | | | | | | |--- feature_7 > 0.90 | | | | | | | | | | |--- feature_8 <= -1.14 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_8 > -1.14 | | | | | | | | | | | |--- truncated branch of depth 26 | | | | | | | | |--- feature_26 > 1.25 | | | | | | | | | |--- feature_31 <= 3.55 | | | | | | | | | | |--- feature_39 <= 1.40 | | | | | | | | | | | |--- truncated branch of depth 13 | | | | | | | | | | |--- feature_39 > 1.40 | | | | | | | | | | | |--- truncated branch of depth 6 | | | | | | | | | |--- feature_31 > 3.55 | | | | | | | | | | |--- feature_32 <= 0.22 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_32 > 0.22 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | |--- feature_1 > 0.03 | | | | | | | |--- feature_27 <= 0.35 | | | | | | | | |--- feature_27 <= 0.20 | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_27 > 0.20 | | | | | | | | | |--- feature_19 <= 0.12 | | | | | | | | | | |--- feature_3 <= -0.11 | | | | | | | | | | | |--- class: 0 | | | | | | | | | | |--- feature_3 > -0.11 | | | | | | | | | | | |--- truncated branch of depth 9 | | | | | | | | | |--- feature_19 > 0.12 | | | | | | | | | | |--- feature_74 <= -0.85 | | | | | | | | | | | |--- truncated branch of depth 4 | | | | | | | | | | |--- feature_74 > -0.85 | | | | | | | | | | | |--- truncated branch of depth 3 | | | | | | | |--- feature_27 > 0.35 | | | | | | | | |--- feature_55 <= 2.30 | | | | | | | | | |--- feature_119 <= 0.90 | | | | | | | | | | |--- feature_6 <= 1.67 | | | | | | | | | | | |--- truncated branch of depth 14 | | | | | | | | | | |--- feature_6 > 1.67 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | |--- feature_119 > 0.90 | | | | | | | | | | |--- feature_8 <= 0.41 | | | | | | | | | | | |--- truncated branch of depth 10 | | | | | | | | | | |--- feature_8 > 0.41 | | | | | | | | | | | |--- class: 0 | | | | | | | | |--- feature_55 > 2.30 | | | | | | | | | |--- feature_5 <= 0.77 | | | | | | | | | | |--- class: 0 | | | | | | | | | |--- feature_5 > 0.77 | | | | | | | | | | |--- feature_9 <= -0.37 | | | | | | | | | | | |--- truncated branch of depth 2 | | | | | | | | | | |--- feature_9 > -0.37 | | | | | | | | | | | |--- truncated branch of depth 4
columns_names = X.columns.tolist()
fig = plt.figure(figsize=(100,100))
tree_figure = tree.plot_tree(model, feature_names = columns_names, class_names=["0", "1"], filled=True)